From ead38cd524dfa2b91c8858bfa2bdfda08dbd967b Mon Sep 17 00:00:00 2001
From: Seth Axen <seth@sethaxen.com>
Date: Fri, 19 May 2023 01:27:56 +0200
Subject: [PATCH 01/19] Update notebook manifest to latest versions

---
 notebooks/supervised_learning.jl | 841 +++++++++++++++++++------------
 1 file changed, 519 insertions(+), 322 deletions(-)

diff --git a/notebooks/supervised_learning.jl b/notebooks/supervised_learning.jl
index cd7086c6..829a6a85 100644
--- a/notebooks/supervised_learning.jl
+++ b/notebooks/supervised_learning.jl
@@ -1,5 +1,5 @@
 ### A Pluto.jl notebook ###
-# v0.19.9
+# v0.19.26
 
 using Markdown
 using InteractiveUtils
@@ -1450,33 +1450,37 @@ Turing = "~0.21.1"
 PLUTO_MANIFEST_TOML_CONTENTS = """
 # This file is machine-generated - editing it directly is not advised
 
-julia_version = "1.7.3"
+julia_version = "1.9.0"
 manifest_format = "2.0"
 project_hash = "addb13b0aea7688f4fe00d84034f44c777be88f4"
 
 [[deps.AbstractAlgebra]]
 deps = ["GroupsCore", "InteractiveUtils", "LinearAlgebra", "MacroTools", "Markdown", "Random", "RandomExtensions", "SparseArrays", "Test"]
-git-tree-sha1 = "dd2f52bc149ff35158827471453e2e4f1a2685a6"
+git-tree-sha1 = "29e65c331f97db9189ef00a4c7aed8127c2fd2d4"
 uuid = "c3fe647b-3220-5bb0-a1ea-a7954cac585d"
-version = "0.26.0"
+version = "0.27.10"
 
 [[deps.AbstractFFTs]]
-deps = ["ChainRulesCore", "LinearAlgebra"]
-git-tree-sha1 = "6f1d9bc1c08f9f4a8fa92e3ea3cb50153a1b40d4"
+deps = ["LinearAlgebra"]
+git-tree-sha1 = "16b6dbc4cf7caee4e1e75c49485ec67b667098a0"
 uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
-version = "1.1.0"
+version = "1.3.1"
+weakdeps = ["ChainRulesCore"]
+
+    [deps.AbstractFFTs.extensions]
+    AbstractFFTsChainRulesCoreExt = "ChainRulesCore"
 
 [[deps.AbstractMCMC]]
 deps = ["BangBang", "ConsoleProgressMonitor", "Distributed", "Logging", "LoggingExtras", "ProgressLogging", "Random", "StatsBase", "TerminalLoggers", "Transducers"]
-git-tree-sha1 = "5c26c7759412ffcaf0dd6e3172e55d783dd7610b"
+git-tree-sha1 = "b4d13c741b2bbe0e1af305a92d2f105a7caa47af"
 uuid = "80f14c24-f653-4e6a-9b94-39d6b0f70001"
-version = "4.1.3"
+version = "4.2.0"
 
 [[deps.AbstractPPL]]
-deps = ["AbstractMCMC", "DensityInterface", "Setfield", "SparseArrays"]
-git-tree-sha1 = "6320752437e9fbf49639a410017d862ad64415a5"
+deps = ["AbstractMCMC", "DensityInterface", "Random", "Setfield", "SparseArrays"]
+git-tree-sha1 = "33ea6c6837332395dbf3ba336f273c9f7fcf4db9"
 uuid = "7a57a42e-76ec-4ea3-a279-07e840d6d9cf"
-version = "0.5.2"
+version = "0.5.4"
 
 [[deps.AbstractPlutoDingetjes]]
 deps = ["Pkg"]
@@ -1490,16 +1494,20 @@ uuid = "1520ce14-60c1-5f80-bbc7-55ef81b5835c"
 version = "0.3.4"
 
 [[deps.Adapt]]
-deps = ["LinearAlgebra"]
-git-tree-sha1 = "af92965fb30777147966f58acb05da51c5616b5f"
+deps = ["LinearAlgebra", "Requires"]
+git-tree-sha1 = "76289dc51920fdc6e0013c872ba9551d54961c24"
 uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
-version = "3.3.3"
+version = "3.6.2"
+weakdeps = ["StaticArrays"]
+
+    [deps.Adapt.extensions]
+    AdaptStaticArraysExt = "StaticArrays"
 
 [[deps.AdvancedHMC]]
 deps = ["AbstractMCMC", "ArgCheck", "DocStringExtensions", "InplaceOps", "LinearAlgebra", "ProgressMeter", "Random", "Requires", "Setfield", "Statistics", "StatsBase", "StatsFuns", "UnPack"]
-git-tree-sha1 = "345effa84030f273ee86fcdd706d8484ce9a1a3c"
+git-tree-sha1 = "0091e2e4d0a7125da0e3ad8c7dbff9171a921461"
 uuid = "0bf59076-c3b1-5ca4-86bd-e02cd72cde3d"
-version = "0.3.5"
+version = "0.3.6"
 
 [[deps.AdvancedMH]]
 deps = ["AbstractMCMC", "Distributions", "Random", "Requires"]
@@ -1515,9 +1523,9 @@ version = "0.3.8"
 
 [[deps.AdvancedVI]]
 deps = ["Bijectors", "Distributions", "DistributionsAD", "DocStringExtensions", "ForwardDiff", "LinearAlgebra", "ProgressMeter", "Random", "Requires", "StatsBase", "StatsFuns", "Tracker"]
-git-tree-sha1 = "e743af305716a527cdb3a67b31a33a7c3832c41f"
+git-tree-sha1 = "67fcc7d46c26250e89fc62798fbe07b5ee264c6f"
 uuid = "b5ca4192-6429-45e5-a2d9-87aec30a685c"
-version = "0.1.5"
+version = "0.1.6"
 
 [[deps.ArgCheck]]
 git-tree-sha1 = "a3a402a35a2f7e0b87828ccabbd5ebfbebe356b4"
@@ -1526,6 +1534,7 @@ version = "2.3.0"
 
 [[deps.ArgTools]]
 uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
+version = "1.1.1"
 
 [[deps.ArrayInterface]]
 deps = ["Compat", "IfElse", "LinearAlgebra", "Requires", "SparseArrays", "Static"]
@@ -1534,20 +1543,26 @@ uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"
 version = "5.0.8"
 
 [[deps.ArrayInterfaceCore]]
-deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "7d255eb1d2e409335835dc8624c35d97453011eb"
+deps = ["LinearAlgebra", "SnoopPrecompile", "SparseArrays", "SuiteSparse"]
+git-tree-sha1 = "e5f08b5689b1aad068e01751889f2f615c7db36d"
 uuid = "30b0a656-2188-435a-8636-2ec0e6a096e2"
-version = "0.1.14"
+version = "0.1.29"
 
 [[deps.ArrayInterfaceStaticArraysCore]]
-deps = ["Adapt", "ArrayInterfaceCore", "LinearAlgebra", "StaticArraysCore"]
-git-tree-sha1 = "a1e2cf6ced6505cbad2490532388683f1e88c3ed"
+deps = ["ArrayInterfaceCore", "LinearAlgebra", "StaticArraysCore"]
+git-tree-sha1 = "01a9f8e6cfc2bfdd01d333f70b8014a04893103c"
 uuid = "dd5226c6-a4d4-4bc7-8575-46859f9c95b9"
-version = "0.1.0"
+version = "0.1.4"
 
 [[deps.Artifacts]]
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
 
+[[deps.Atomix]]
+deps = ["UnsafeAtomics"]
+git-tree-sha1 = "c06a868224ecba914baa6942988e2f2aade419be"
+uuid = "a9b6321e-bd34-4604-b9c9-b65b8de01458"
+version = "0.1.0"
+
 [[deps.AutoHashEquals]]
 git-tree-sha1 = "45bb6705d93be619b81451bb2006b7ee5d4e4453"
 uuid = "15f4f7f2-30c1-5605-9d31-71845cf9641f"
@@ -1572,10 +1587,24 @@ uuid = "ab4f0b2a-ad5b-11e8-123f-65d77653426b"
 version = "0.2.0"
 
 [[deps.BangBang]]
-deps = ["Compat", "ConstructionBase", "Future", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables", "ZygoteRules"]
-git-tree-sha1 = "b15a6bc52594f5e4a3b825858d1089618871bf9d"
+deps = ["Compat", "ConstructionBase", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables"]
+git-tree-sha1 = "54b00d1b93791f8e19e31584bd30f2cb6004614b"
 uuid = "198e06fe-97b7-11e9-32a5-e1d131e6ad66"
-version = "0.3.36"
+version = "0.3.38"
+
+    [deps.BangBang.extensions]
+    BangBangChainRulesCoreExt = "ChainRulesCore"
+    BangBangDataFramesExt = "DataFrames"
+    BangBangStaticArraysExt = "StaticArrays"
+    BangBangStructArraysExt = "StructArrays"
+    BangBangTypedTablesExt = "TypedTables"
+
+    [deps.BangBang.weakdeps]
+    ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
+    DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
+    StaticArrays = "90137ffa-7385-5640-81b9-e52037218182"
+    StructArrays = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
+    TypedTables = "9d95f2ec-7b3d-5a63-8d20-e2491e220bb9"
 
 [[deps.Base64]]
 uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
@@ -1592,9 +1621,9 @@ version = "0.1.4"
 
 [[deps.Bijectors]]
 deps = ["ArgCheck", "ChainRulesCore", "ChangesOfVariables", "Compat", "Distributions", "Functors", "InverseFunctions", "IrrationalConstants", "LinearAlgebra", "LogExpFunctions", "MappedArrays", "Random", "Reexport", "Requires", "Roots", "SparseArrays", "Statistics"]
-git-tree-sha1 = "51c842b5a07ad64acdd6cac9e52a304b2d6605b6"
+git-tree-sha1 = "1234b03e94938e6f2b14834dfd3ef45698d5e14f"
 uuid = "76274a88-744f-5084-9051-94815aaf08c4"
-version = "0.10.2"
+version = "0.10.8"
 
 [[deps.Bzip2_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -1609,12 +1638,12 @@ version = "0.4.2"
 
 [[deps.CUDA]]
 deps = ["AbstractFFTs", "Adapt", "BFloat16s", "CEnum", "CompilerSupportLibraries_jll", "ExprTools", "GPUArrays", "GPUCompiler", "LLVM", "LazyArtifacts", "Libdl", "LinearAlgebra", "Logging", "Printf", "Random", "Random123", "RandomNumbers", "Reexport", "Requires", "SparseArrays", "SpecialFunctions", "TimerOutputs"]
-git-tree-sha1 = "e4e5ece72fa2f108fb20c3c5538a5fa9ef3d668a"
+git-tree-sha1 = "6717cb9a3425ebb7b31ca4f832823615d175f64a"
 uuid = "052768ef-5323-5732-b1bb-66c8b64840ba"
-version = "3.11.0"
+version = "3.13.1"
 
 [[deps.Cairo_jll]]
-deps = ["Artifacts", "Bzip2_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "JLLWrappers", "LZO_jll", "Libdl", "Pixman_jll", "Pkg", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Zlib_jll", "libpng_jll"]
+deps = ["Artifacts", "Bzip2_jll", "CompilerSupportLibraries_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "JLLWrappers", "LZO_jll", "Libdl", "Pixman_jll", "Pkg", "Xorg_libXext_jll", "Xorg_libXrender_jll", "Zlib_jll", "libpng_jll"]
 git-tree-sha1 = "4b859a208b2397a7a623a03449e4636bdb17bcf2"
 uuid = "83423d85-b0ee-5818-9007-b63ccbeb887a"
 version = "1.16.1+1"
@@ -1626,34 +1655,34 @@ uuid = "49dc2e85-a5d0-5ad3-a950-438e2897f1b9"
 version = "0.5.1"
 
 [[deps.ChainRules]]
-deps = ["ChainRulesCore", "Compat", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics"]
-git-tree-sha1 = "b06ed86d99c982cbe9047a45a93ac62d9605a361"
+deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
+git-tree-sha1 = "8bae903893aeeb429cf732cf1888490b93ecf265"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.36.2"
+version = "1.49.0"
 
 [[deps.ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
-git-tree-sha1 = "2dd813e5f2f7eec2d1268c57cf2373d3ee91fcea"
+git-tree-sha1 = "e30f2f4e20f7f186dc36529910beaedc60cfa644"
 uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
-version = "1.15.1"
+version = "1.16.0"
 
 [[deps.ChangesOfVariables]]
-deps = ["ChainRulesCore", "LinearAlgebra", "Test"]
-git-tree-sha1 = "1e315e3f4b0b7ce40feded39c73049692126cf53"
+deps = ["LinearAlgebra", "Test"]
+git-tree-sha1 = "f84967c4497e0e1955f9a582c232b02847c5f589"
 uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
-version = "0.1.3"
+version = "0.1.7"
 
 [[deps.CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
-git-tree-sha1 = "ded953804d019afa9a3f98981d99b33e3db7b6da"
+git-tree-sha1 = "9c209fb7536406834aa938fb149964b985de6c83"
 uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
-version = "0.7.0"
+version = "0.7.1"
 
 [[deps.ColorSchemes]]
-deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "Random"]
-git-tree-sha1 = "1fd869cc3875b57347f7027521f561cf46d1fcd8"
+deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "PrecompileTools", "Random"]
+git-tree-sha1 = "be6ab11021cd29f0344d5c4357b163af05a48cba"
 uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4"
-version = "3.19.0"
+version = "3.21.0"
 
 [[deps.ColorTypes]]
 deps = ["FixedPointNumbers", "Random"]
@@ -1663,15 +1692,15 @@ version = "0.11.4"
 
 [[deps.ColorVectorSpace]]
 deps = ["ColorTypes", "FixedPointNumbers", "LinearAlgebra", "SpecialFunctions", "Statistics", "TensorCore"]
-git-tree-sha1 = "d08c20eef1f2cbc6e60fd3612ac4340b89fea322"
+git-tree-sha1 = "600cc5508d66b78aae350f7accdb58763ac18589"
 uuid = "c3611d14-8923-5661-9e6a-0046d554d3a4"
-version = "0.9.9"
+version = "0.9.10"
 
 [[deps.Colors]]
 deps = ["ColorTypes", "FixedPointNumbers", "Reexport"]
-git-tree-sha1 = "417b0ed7b8b838aa6ca0a87aadf1bb9eb111ce40"
+git-tree-sha1 = "fc08e5930ee9a4e03f84bfb5211cb54e7769758a"
 uuid = "5ae59095-9a9b-59fe-a467-6f913c188581"
-version = "0.12.8"
+version = "0.12.10"
 
 [[deps.Combinatorics]]
 git-tree-sha1 = "08c8b6831dc00bfea825826be0bc8336fc369860"
@@ -1679,9 +1708,9 @@ uuid = "861a8166-3701-5b0c-9a16-15d98fcdc6aa"
 version = "1.0.2"
 
 [[deps.CommonSolve]]
-git-tree-sha1 = "332a332c97c7071600984b3c31d9067e1a4e6e25"
+git-tree-sha1 = "9441451ee712d1aec22edad62db1a9af3dc8d852"
 uuid = "38540f10-b2f7-11e9-35d8-d573e4eb0ff2"
-version = "0.2.1"
+version = "0.2.3"
 
 [[deps.CommonSubexpressions]]
 deps = ["MacroTools", "Test"]
@@ -1691,23 +1720,28 @@ version = "0.3.0"
 
 [[deps.Compat]]
 deps = ["Base64", "Dates", "DelimitedFiles", "Distributed", "InteractiveUtils", "LibGit2", "Libdl", "LinearAlgebra", "Markdown", "Mmap", "Pkg", "Printf", "REPL", "Random", "SHA", "Serialization", "SharedArrays", "Sockets", "SparseArrays", "Statistics", "Test", "UUIDs", "Unicode"]
-git-tree-sha1 = "9be8be1d8a6f44b96482c8af52238ea7987da3e3"
+git-tree-sha1 = "6c0100a8cf4ed66f66e2039af7cde3357814bad2"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "3.45.0"
+version = "3.46.2"
 
 [[deps.CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
+version = "1.0.2+0"
 
 [[deps.CompositeTypes]]
-git-tree-sha1 = "d5b014b216dc891e81fea299638e4c10c657b582"
+git-tree-sha1 = "02d2316b7ffceff992f3096ae48c7829a8aa0638"
 uuid = "b152e2b5-7a66-4b01-a709-34e65c35f657"
-version = "0.1.2"
+version = "0.1.3"
 
 [[deps.CompositionsBase]]
-git-tree-sha1 = "455419f7e328a1a2493cabc6428d79e951349769"
+git-tree-sha1 = "802bb88cd69dfd1509f6670416bd4434015693ad"
 uuid = "a33af91c-f02d-484b-be07-31d278c5ca2b"
-version = "0.1.1"
+version = "0.1.2"
+weakdeps = ["InverseFunctions"]
+
+    [deps.CompositionsBase.extensions]
+    CompositionsBaseInverseFunctionsExt = "InverseFunctions"
 
 [[deps.ConsoleProgressMonitor]]
 deps = ["Logging", "ProgressMeter"]
@@ -1717,9 +1751,14 @@ version = "0.1.2"
 
 [[deps.ConstructionBase]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "c096d0e321368ac23eb1be1ea405814f8b32adb3"
+git-tree-sha1 = "738fec4d684a9a6ee9598a8bfee305b26831f28c"
 uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
-version = "1.3.1"
+version = "1.5.2"
+weakdeps = ["IntervalSets", "StaticArrays"]
+
+    [deps.ConstructionBase.extensions]
+    ConstructionBaseIntervalSetsExt = "IntervalSets"
+    ConstructionBaseStaticArraysExt = "StaticArrays"
 
 [[deps.Contour]]
 deps = ["StaticArrays"]
@@ -1733,15 +1772,15 @@ uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f"
 version = "4.1.1"
 
 [[deps.DataAPI]]
-git-tree-sha1 = "fb5f5316dd3fd4c5e7c30a24d50643b73e37cd40"
+git-tree-sha1 = "8da84edb865b0b5b0100c0666a9bc9a0b71c553c"
 uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
-version = "1.10.0"
+version = "1.15.0"
 
 [[deps.DataFrames]]
 deps = ["Compat", "DataAPI", "Future", "InvertedIndices", "IteratorInterfaceExtensions", "LinearAlgebra", "Markdown", "Missings", "PooledArrays", "PrettyTables", "Printf", "REPL", "Reexport", "SortingAlgorithms", "Statistics", "TableTraits", "Tables", "Unicode"]
-git-tree-sha1 = "daa21eb85147f72e41f6352a57fccea377e310a9"
+git-tree-sha1 = "db2a9cb664fcea7836da4b414c3278d71dd602d2"
 uuid = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
-version = "1.3.4"
+version = "1.3.6"
 
 [[deps.DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
@@ -1765,7 +1804,9 @@ version = "0.1.2"
 
 [[deps.DelimitedFiles]]
 deps = ["Mmap"]
+git-tree-sha1 = "9e2f36d3c96a820c678f2f1f1782582fcf685bae"
 uuid = "8bb1440f-4735-579b-a4ab-409b98df4dab"
+version = "1.9.1"
 
 [[deps.DensityInterface]]
 deps = ["InverseFunctions", "Test"]
@@ -1774,32 +1815,37 @@ uuid = "b429d917-457f-4dbc-8f4c-0cc954292b1d"
 version = "0.4.0"
 
 [[deps.DiffResults]]
-deps = ["StaticArrays"]
-git-tree-sha1 = "c18e98cba888c6c25d1c3b048e4b3380ca956805"
+deps = ["StaticArraysCore"]
+git-tree-sha1 = "782dd5f4561f5d267313f23853baaaa4c52ea621"
 uuid = "163ba53b-c6d8-5494-b064-1a9d43ac40c5"
-version = "1.0.3"
+version = "1.1.0"
 
 [[deps.DiffRules]]
 deps = ["IrrationalConstants", "LogExpFunctions", "NaNMath", "Random", "SpecialFunctions"]
-git-tree-sha1 = "28d605d9a0ac17118fe2c5e9ce0fbb76c3ceb120"
+git-tree-sha1 = "a4ad7ef19d2cdc2eff57abbbe68032b1cd0bd8f8"
 uuid = "b552c78f-8df3-52c6-915a-8e097449b14b"
-version = "1.11.0"
+version = "1.13.0"
 
 [[deps.Distributed]]
 deps = ["Random", "Serialization", "Sockets"]
 uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[deps.Distributions]]
-deps = ["ChainRulesCore", "DensityInterface", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Test"]
-git-tree-sha1 = "0597dffe1268516192ff4ddebdb4d8937254512d"
+deps = ["FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"]
+git-tree-sha1 = "5eeb2bd01e5065090ad591a205d8cad432ae6cb6"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.63"
+version = "0.25.93"
+weakdeps = ["ChainRulesCore", "DensityInterface"]
+
+    [deps.Distributions.extensions]
+    DistributionsChainRulesCoreExt = "ChainRulesCore"
+    DistributionsDensityInterfaceExt = "DensityInterface"
 
 [[deps.DistributionsAD]]
 deps = ["Adapt", "ChainRules", "ChainRulesCore", "Compat", "DiffRules", "Distributions", "FillArrays", "LinearAlgebra", "NaNMath", "PDMats", "Random", "Requires", "SpecialFunctions", "StaticArrays", "StatsBase", "StatsFuns", "ZygoteRules"]
-git-tree-sha1 = "ec811a2688b3504ce5b315fe7bc86464480d5964"
+git-tree-sha1 = "c0eb6f717434b3f13cd7a24b412938d952849d77"
 uuid = "ced4e74d-a319-5a8a-b0ac-84af2272839c"
-version = "0.6.41"
+version = "0.6.45"
 
 [[deps.DocStringExtensions]]
 deps = ["LibGit2"]
@@ -1808,14 +1854,15 @@ uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae"
 version = "0.8.6"
 
 [[deps.DomainSets]]
-deps = ["CompositeTypes", "IntervalSets", "LinearAlgebra", "StaticArrays", "Statistics"]
-git-tree-sha1 = "ac425eea956013b51e7891bef3c33684b7d37029"
+deps = ["CompositeTypes", "IntervalSets", "LinearAlgebra", "Random", "StaticArrays", "Statistics"]
+git-tree-sha1 = "988e2db482abeb69efc76ae8b6eba2e93805ee70"
 uuid = "5b8099bc-c8ec-5219-889f-1d9e522a28bf"
-version = "0.5.11"
+version = "0.5.15"
 
 [[deps.Downloads]]
 deps = ["ArgTools", "FileWatching", "LibCURL", "NetworkOptions"]
 uuid = "f43a241f-c20a-4ad4-852c-f6b1247861c6"
+version = "1.6.0"
 
 [[deps.DualNumbers]]
 deps = ["Calculus", "NaNMath", "SpecialFunctions"]
@@ -1824,22 +1871,22 @@ uuid = "fa6b7ba4-c1ee-5f82-b5fc-ecf0adba8f74"
 version = "0.6.8"
 
 [[deps.DynamicPPL]]
-deps = ["AbstractMCMC", "AbstractPPL", "BangBang", "Bijectors", "ChainRulesCore", "Distributions", "LinearAlgebra", "MacroTools", "Random", "Setfield", "Test", "ZygoteRules"]
-git-tree-sha1 = "c6f574d855670c2906af3f4053e6db10224e5dda"
+deps = ["AbstractMCMC", "AbstractPPL", "BangBang", "Bijectors", "ChainRulesCore", "ConstructionBase", "Distributions", "DocStringExtensions", "LinearAlgebra", "MacroTools", "OrderedCollections", "Random", "Setfield", "Test", "ZygoteRules"]
+git-tree-sha1 = "7bc3920ba1e577ad3d7ebac75602ab42b557e28e"
 uuid = "366bfd00-2699-11ea-058f-f148b4cae6d8"
-version = "0.19.3"
+version = "0.20.2"
 
 [[deps.DynamicPolynomials]]
 deps = ["DataStructures", "Future", "LinearAlgebra", "MultivariatePolynomials", "MutableArithmetics", "Pkg", "Reexport", "Test"]
-git-tree-sha1 = "d0fa82f39c2a5cdb3ee385ad52bc05c42cb4b9f0"
+git-tree-sha1 = "8b84876e31fa39479050e2d3395c4b3b210db8b0"
 uuid = "7c1d4256-1411-5781-91ec-d7bc3513ac07"
-version = "0.4.5"
+version = "0.4.6"
 
 [[deps.EarCut_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "3f3a2501fa7236e9b911e0f7a588c657e822bb6d"
+git-tree-sha1 = "e3290f2d49e661fbd94046d7e3726ffcb2d41053"
 uuid = "5ae413db-bbd1-5e63-b57d-d24a61df00f5"
-version = "2.2.3+0"
+version = "2.2.4+0"
 
 [[deps.EllipticalSliceSampling]]
 deps = ["AbstractMCMC", "ArrayInterfaceCore", "Distributions", "Random", "Statistics"]
@@ -1847,6 +1894,11 @@ git-tree-sha1 = "4cda4527e990c0cc201286e0a0bfbbce00abcfc2"
 uuid = "cad2338a-1db2-11e9-3401-43bc07c9ede2"
 version = "1.0.0"
 
+[[deps.EnumX]]
+git-tree-sha1 = "bdb1942cd4c45e3c678fd11569d5cccd80976237"
+uuid = "4e289a0a-7415-4d19-859d-a7e5c4648b56"
+version = "1.0.4"
+
 [[deps.Expat_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
 git-tree-sha1 = "bad72f730e9e91c08d9427d5e8db95478a3c323d"
@@ -1854,9 +1906,14 @@ uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
 version = "2.4.8+0"
 
 [[deps.ExprTools]]
-git-tree-sha1 = "56559bbef6ca5ea0c0818fa5c90320398a6fbf8d"
+git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00"
 uuid = "e2ba6199-217a-4e67-a87a-7c52f15ade04"
-version = "0.1.8"
+version = "0.1.9"
+
+[[deps.Extents]]
+git-tree-sha1 = "5e1e4c53fa39afe63a7d356e30452249365fba99"
+uuid = "411431e0-e8b7-467b-b5e0-f676ba4f2910"
+version = "0.1.1"
 
 [[deps.FFMPEG]]
 deps = ["FFMPEG_jll"]
@@ -1865,16 +1922,16 @@ uuid = "c87230d0-a227-11e9-1b43-d7ebe4e7570a"
 version = "0.4.1"
 
 [[deps.FFMPEG_jll]]
-deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "JLLWrappers", "LAME_jll", "Libdl", "Ogg_jll", "OpenSSL_jll", "Opus_jll", "Pkg", "Zlib_jll", "libass_jll", "libfdk_aac_jll", "libvorbis_jll", "x264_jll", "x265_jll"]
-git-tree-sha1 = "d8a578692e3077ac998b50c0217dfd67f21d1e5f"
+deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "JLLWrappers", "LAME_jll", "Libdl", "Ogg_jll", "OpenSSL_jll", "Opus_jll", "PCRE2_jll", "Pkg", "Zlib_jll", "libaom_jll", "libass_jll", "libfdk_aac_jll", "libvorbis_jll", "x264_jll", "x265_jll"]
+git-tree-sha1 = "74faea50c1d007c85837327f6775bea60b5492dd"
 uuid = "b22a6f82-2f65-5046-a5b2-351ab43fb4e5"
-version = "4.4.0+0"
+version = "4.4.2+2"
 
 [[deps.FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "LinearAlgebra", "MKL_jll", "Preferences", "Reexport"]
-git-tree-sha1 = "90630efff0894f8142308e334473eba54c433549"
+git-tree-sha1 = "f9818144ce7c8c41edf5c4c179c684d92aa4d9fe"
 uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
-version = "1.5.0"
+version = "1.6.0"
 
 [[deps.FFTW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -1887,15 +1944,15 @@ uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee"
 
 [[deps.FillArrays]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "Statistics"]
-git-tree-sha1 = "246621d23d1f43e3b9c368bf3b72b2331a27c286"
+git-tree-sha1 = "7072f1e3e5a8be51d525d64f63d3ec1287ff2790"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "0.13.2"
+version = "0.13.11"
 
 [[deps.FiniteDiff]]
-deps = ["ArrayInterfaceCore", "LinearAlgebra", "Requires", "SparseArrays", "StaticArrays"]
-git-tree-sha1 = "ee13c773ce60d9e95a6c6ea134f25605dce2eda3"
+deps = ["ArrayInterfaceCore", "LinearAlgebra", "Requires", "Setfield", "SparseArrays", "StaticArrays"]
+git-tree-sha1 = "04ed1f0029b6b3af88343e439b995141cb0d0b8d"
 uuid = "6a86dc24-6348-571c-b903-95158fe2bd41"
-version = "2.13.0"
+version = "2.17.0"
 
 [[deps.FixedPointNumbers]]
 deps = ["Statistics"]
@@ -1922,10 +1979,14 @@ uuid = "59287772-0a20-5a39-b81b-1366585eb4c0"
 version = "0.4.2"
 
 [[deps.ForwardDiff]]
-deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions", "StaticArrays"]
-git-tree-sha1 = "2f18915445b248731ec5db4e4a17e451020bf21e"
+deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions"]
+git-tree-sha1 = "00e252f4d706b3d55a8863432e742bf5717b498d"
 uuid = "f6369f11-7733-5829-9624-2563aa707210"
-version = "0.10.30"
+version = "0.10.35"
+weakdeps = ["StaticArrays"]
+
+    [deps.ForwardDiff.extensions]
+    ForwardDiffStaticArraysExt = "StaticArrays"
 
 [[deps.FreeType2_jll]]
 deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
@@ -1940,9 +2001,15 @@ uuid = "559328eb-81f9-559d-9380-de523a88c83c"
 version = "1.0.10+0"
 
 [[deps.FunctionWrappers]]
-git-tree-sha1 = "241552bc2209f0fa068b6415b1942cc0aa486bcc"
+git-tree-sha1 = "d62485945ce5ae9c0c48f124a84998d755bae00e"
 uuid = "069b7b12-0de2-55c6-9aab-29f3d0a68a2e"
-version = "1.1.2"
+version = "1.1.3"
+
+[[deps.FunctionWrappersWrappers]]
+deps = ["FunctionWrappers"]
+git-tree-sha1 = "b104d487b34566608f8b4e1c39fb0b10aa279ff8"
+uuid = "77dc65aa-8811-40c2-897b-53d922fa7daf"
+version = "0.1.3"
 
 [[deps.Functors]]
 git-tree-sha1 = "223fffa49ca0ff9ce4f875be001ffe173b2b7de4"
@@ -1955,27 +2022,27 @@ uuid = "9fa8497b-333b-5362-9e8d-4d0656e87820"
 
 [[deps.GLFW_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Libglvnd_jll", "Pkg", "Xorg_libXcursor_jll", "Xorg_libXi_jll", "Xorg_libXinerama_jll", "Xorg_libXrandr_jll"]
-git-tree-sha1 = "51d2dfe8e590fbd74e7a842cf6d13d8a2f45dc01"
+git-tree-sha1 = "d972031d28c8c8d9d7b41a536ad7bb0c2579caca"
 uuid = "0656b61e-2033-5cc2-a64a-77c0f6c09b89"
-version = "3.3.6+0"
+version = "3.3.8+0"
 
 [[deps.GPUArrays]]
 deps = ["Adapt", "GPUArraysCore", "LLVM", "LinearAlgebra", "Printf", "Random", "Reexport", "Serialization", "Statistics"]
-git-tree-sha1 = "73a4c9447419ce058df716925893e452ba5528ad"
+git-tree-sha1 = "9ade6983c3dbbd492cf5729f865fe030d1541463"
 uuid = "0c68f7d7-f131-5f86-a1c3-88cf8149b2d7"
-version = "8.4.0"
+version = "8.6.6"
 
 [[deps.GPUArraysCore]]
 deps = ["Adapt"]
-git-tree-sha1 = "4078d3557ab15dd9fe6a0cf6f65e3d4937e98427"
+git-tree-sha1 = "1cd7f0af1aa58abc02ea1d872953a97359cb87fa"
 uuid = "46192b85-c4d5-4398-a991-12ede77f4527"
-version = "0.1.0"
+version = "0.1.4"
 
 [[deps.GPUCompiler]]
 deps = ["ExprTools", "InteractiveUtils", "LLVM", "Libdl", "Logging", "TimerOutputs", "UUIDs"]
-git-tree-sha1 = "47f63159f7cb5d0e5e0cfd2f20454adea429bec9"
+git-tree-sha1 = "19d693666a304e8c371798f4900f7435558c7cde"
 uuid = "61eb1bfa-7361-4325-ad38-22787b887f55"
-version = "0.16.1"
+version = "0.17.3"
 
 [[deps.GR]]
 deps = ["Base64", "DelimitedFiles", "GR_jll", "HTTP", "JSON", "Libdl", "LinearAlgebra", "Pkg", "Printf", "Random", "RelocatableFolders", "Serialization", "Sockets", "Test", "UUIDs"]
@@ -1985,15 +2052,21 @@ version = "0.64.4"
 
 [[deps.GR_jll]]
 deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Pkg", "Qt5Base_jll", "Zlib_jll", "libpng_jll"]
-git-tree-sha1 = "3a233eeeb2ca45842fe100e0413936834215abf5"
+git-tree-sha1 = "bc9f7725571ddb4ab2c4bc74fa397c1c5ad08943"
 uuid = "d2c73de3-f751-5644-a686-071e5b155ba9"
-version = "0.64.4+0"
+version = "0.69.1+0"
+
+[[deps.GeoInterface]]
+deps = ["Extents"]
+git-tree-sha1 = "bb198ff907228523f3dee1070ceee63b9359b6ab"
+uuid = "cf35fbd7-0cd7-5166-be24-54bfbe79505f"
+version = "1.3.1"
 
 [[deps.GeometryBasics]]
-deps = ["EarCut_jll", "IterTools", "LinearAlgebra", "StaticArrays", "StructArrays", "Tables"]
-git-tree-sha1 = "83ea630384a13fc4f002b77690bc0afeb4255ac9"
+deps = ["EarCut_jll", "GeoInterface", "IterTools", "LinearAlgebra", "StaticArrays", "StructArrays", "Tables"]
+git-tree-sha1 = "659140c9375afa2f685e37c1a0b9c9a60ef56b40"
 uuid = "5c1252a2-5f33-56bf-86c9-59e7332b4326"
-version = "0.4.2"
+version = "0.4.7"
 
 [[deps.Gettext_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "XML2_jll"]
@@ -2002,10 +2075,10 @@ uuid = "78b55507-aeef-58d4-861c-77aaff3498b1"
 version = "0.21.0+0"
 
 [[deps.Glib_jll]]
-deps = ["Artifacts", "Gettext_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Libiconv_jll", "Libmount_jll", "PCRE_jll", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "a32d672ac2c967f3deb8a81d828afc739c838a06"
+deps = ["Artifacts", "Gettext_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Libiconv_jll", "Libmount_jll", "PCRE2_jll", "Pkg", "Zlib_jll"]
+git-tree-sha1 = "d3b3624125c1474292d0d8ed0f65554ac37ddb23"
 uuid = "7746bdde-850d-59dc-9ae8-88ece973131d"
-version = "2.68.3+2"
+version = "2.74.0+2"
 
 [[deps.Graphite2_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -2020,9 +2093,9 @@ version = "1.0.2"
 
 [[deps.Groebner]]
 deps = ["AbstractAlgebra", "Combinatorics", "Logging", "MultivariatePolynomials", "Primes", "Random"]
-git-tree-sha1 = "7ac3333b82b85f753dd22bed79b85cabcd5e7317"
+git-tree-sha1 = "47f0f03eddecd7ad59c42b1dd46d5f42916aff63"
 uuid = "0b43b601-686d-58a3-8a1c-6623616c7cd4"
-version = "0.2.7"
+version = "0.2.11"
 
 [[deps.GroupsCore]]
 deps = ["Markdown", "Random"]
@@ -2043,10 +2116,10 @@ uuid = "2e76f6c2-a576-52d4-95c1-20adfe4de566"
 version = "2.8.1+1"
 
 [[deps.HypergeometricFunctions]]
-deps = ["DualNumbers", "LinearAlgebra", "SpecialFunctions", "Test"]
-git-tree-sha1 = "cb7099a0109939f16a4d3b572ba8396b1f6c7c31"
+deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
+git-tree-sha1 = "84204eae2dd237500835990bcade263e27674a93"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.10"
+version = "0.3.16"
 
 [[deps.Hyperscript]]
 deps = ["Test"]
@@ -2062,15 +2135,15 @@ version = "0.9.4"
 
 [[deps.IOCapture]]
 deps = ["Logging", "Random"]
-git-tree-sha1 = "f7be53659ab06ddc986428d3a9dcc95f6fa6705a"
+git-tree-sha1 = "d75853a0bdbfb1ac815478bacd89cd27b550ace6"
 uuid = "b5f81e59-6552-4d32-b1f0-c071b021bf89"
-version = "0.2.2"
+version = "0.2.3"
 
 [[deps.IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
-git-tree-sha1 = "af14a478780ca78d5eb9908b263023096c2b9d64"
+git-tree-sha1 = "eac00994ce3229a464c2847e956d77a2c64ad3a5"
 uuid = "7869d1d1-7146-5819-86e3-90919afe41df"
-version = "0.4.6"
+version = "0.4.10"
 
 [[deps.IfElse]]
 git-tree-sha1 = "debdd00ffef04665ccbb3e150747a77560e8fad1"
@@ -2100,41 +2173,41 @@ version = "0.1.0"
 
 [[deps.IntelOpenMP_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "d979e54b71da82f3a65b62553da4fc3d18c9004c"
+git-tree-sha1 = "0cb9352ef2e01574eeebdb102948a58740dcaf83"
 uuid = "1d5cc7b8-4909-519e-a0f8-d0f5ad9712d0"
-version = "2018.0.3+2"
+version = "2023.1.0+0"
 
 [[deps.InteractiveUtils]]
 deps = ["Markdown"]
 uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240"
 
 [[deps.Interpolations]]
-deps = ["AxisAlgorithms", "ChainRulesCore", "LinearAlgebra", "OffsetArrays", "Random", "Ratios", "Requires", "SharedArrays", "SparseArrays", "StaticArrays", "WoodburyMatrices"]
-git-tree-sha1 = "b7bc05649af456efc75d178846f47006c2c4c3c7"
+deps = ["Adapt", "AxisAlgorithms", "ChainRulesCore", "LinearAlgebra", "OffsetArrays", "Random", "Ratios", "Requires", "SharedArrays", "SparseArrays", "StaticArrays", "WoodburyMatrices"]
+git-tree-sha1 = "721ec2cf720536ad005cb38f50dbba7b02419a15"
 uuid = "a98d9a8b-a2ab-59e6-89dd-64a1c18fca59"
-version = "0.13.6"
+version = "0.14.7"
 
 [[deps.IntervalSets]]
 deps = ["Dates", "Random", "Statistics"]
-git-tree-sha1 = "57af5939800bce15980bddd2426912c4f83012d8"
+git-tree-sha1 = "3f91cd3f56ea48d4d2a75c2a65455c5fc74fa347"
 uuid = "8197267c-284f-5f27-9208-e0e47529a953"
-version = "0.7.1"
+version = "0.7.3"
 
 [[deps.InverseFunctions]]
 deps = ["Test"]
-git-tree-sha1 = "b3364212fb5d870f724876ffcd34dd8ec6d98918"
+git-tree-sha1 = "6667aadd1cdee2c6cd068128b3d226ebc4fb0c67"
 uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.7"
+version = "0.1.9"
 
 [[deps.InvertedIndices]]
-git-tree-sha1 = "bee5f1ef5bf65df56bdd2e40447590b272a5471f"
+git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
 uuid = "41ab1584-1d38-5bbf-9106-f11c6c58b48f"
-version = "1.1.0"
+version = "1.3.0"
 
 [[deps.IrrationalConstants]]
-git-tree-sha1 = "7fd44fd4ff43fc60815f8e764c0f352b83c49151"
+git-tree-sha1 = "630b497eafcc20001bba38a4651b327dcfc491d2"
 uuid = "92d709cd-6900-40b7-9082-c6be49f344b6"
-version = "0.1.1"
+version = "0.2.2"
 
 [[deps.IterTools]]
 git-tree-sha1 = "fa6287a4469f5e048d763df38279ee729fbd44e5"
@@ -2154,15 +2227,15 @@ version = "1.4.1"
 
 [[deps.JSON]]
 deps = ["Dates", "Mmap", "Parsers", "Unicode"]
-git-tree-sha1 = "3c837543ddb02250ef42f4738347454f95079d4e"
+git-tree-sha1 = "31e996f0a15c7b280ba9f76636b3ff9e2ae58c9a"
 uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
-version = "0.21.3"
+version = "0.21.4"
 
 [[deps.JpegTurbo_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "b53380851c6e6664204efb2e62cd24fa5c47e4ba"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "6f2675ef130a300a112286de91973805fcc5ffbc"
 uuid = "aacddb02-875f-59d6-b918-886e6ef4fbf8"
-version = "2.1.2+0"
+version = "2.1.91+0"
 
 [[deps.Juno]]
 deps = ["Base64", "Logging", "Media", "Profile"]
@@ -2170,11 +2243,17 @@ git-tree-sha1 = "07cb43290a840908a771552911a6274bc6c072c7"
 uuid = "e5e0dc1b-0480-54bc-9374-aad01c23163d"
 version = "0.8.4"
 
+[[deps.KernelAbstractions]]
+deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
+git-tree-sha1 = "47be64f040a7ece575c2b5f53ca6da7b548d69f4"
+uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
+version = "0.9.4"
+
 [[deps.KernelDensity]]
 deps = ["Distributions", "DocStringExtensions", "FFTW", "Interpolations", "StatsBase"]
-git-tree-sha1 = "591e8dc09ad18386189610acafb970032c519707"
+git-tree-sha1 = "90442c50e202a5cdf21a7899c66b240fdef14035"
 uuid = "5ab0869b-81aa-558d-bb23-cbf5423bbe9b"
-version = "0.6.3"
+version = "0.6.7"
 
 [[deps.LAME_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -2190,20 +2269,20 @@ version = "3.0.0+1"
 
 [[deps.LLVM]]
 deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"]
-git-tree-sha1 = "e7e9184b0bf0158ac4e4aa9daf00041b5909bf1a"
+git-tree-sha1 = "f044a2796a9e18e0531b9b3072b0019a61f264bc"
 uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
-version = "4.14.0"
+version = "4.17.1"
 
 [[deps.LLVMExtra_jll]]
-deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg", "TOML"]
-git-tree-sha1 = "771bfe376249626d3ca12bcd58ba243d3f961576"
+deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
+git-tree-sha1 = "070e4b5b65827f82c16ae0916376cb47377aa1b5"
 uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
-version = "0.0.16+0"
+version = "0.0.18+0"
 
 [[deps.LRUCache]]
-git-tree-sha1 = "d64a0aff6691612ab9fb0117b0995270871c5dfc"
+git-tree-sha1 = "48c10e3cc27e30de82463c27bef0b8bdbd1dc634"
 uuid = "8ac3fa9e-de4c-5943-b1dc-09c6b5f20637"
-version = "1.3.0"
+version = "1.4.1"
 
 [[deps.LZO_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -2223,10 +2302,22 @@ uuid = "2ee39098-c373-598a-b85f-a56591580800"
 version = "1.9.0"
 
 [[deps.Latexify]]
-deps = ["Formatting", "InteractiveUtils", "LaTeXStrings", "MacroTools", "Markdown", "Printf", "Requires"]
-git-tree-sha1 = "46a39b9c58749eefb5f2dc1178cb8fab5332b1ab"
+deps = ["Formatting", "InteractiveUtils", "LaTeXStrings", "MacroTools", "Markdown", "OrderedCollections", "Printf", "Requires"]
+git-tree-sha1 = "8c57307b5d9bb3be1ff2da469063628631d4d51e"
 uuid = "23fbe1c1-3f47-55db-b15f-69d7ec21a316"
-version = "0.15.15"
+version = "0.15.21"
+
+    [deps.Latexify.extensions]
+    DataFramesExt = "DataFrames"
+    DiffEqBiologicalExt = "DiffEqBiological"
+    ParameterizedFunctionsExt = "DiffEqBase"
+    SymEngineExt = "SymEngine"
+
+    [deps.Latexify.weakdeps]
+    DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
+    DiffEqBase = "2b5f629d-d688-5b77-993f-72d75c75574e"
+    DiffEqBiological = "eb300fae-53e8-50a0-950c-e21f52c2b7e0"
+    SymEngine = "123dc426-2d89-5057-bbad-38513e3affd8"
 
 [[deps.LazyArtifacts]]
 deps = ["Artifacts", "Pkg"]
@@ -2241,10 +2332,12 @@ version = "0.1.3"
 [[deps.LibCURL]]
 deps = ["LibCURL_jll", "MozillaCACerts_jll"]
 uuid = "b27032c2-a3e7-50c8-80cd-2d36dbcbfd21"
+version = "0.6.3"
 
 [[deps.LibCURL_jll]]
 deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll", "Zlib_jll", "nghttp2_jll"]
 uuid = "deac9b47-8bc7-5906-a0fe-35ac56dc84c0"
+version = "7.84.0+0"
 
 [[deps.LibGit2]]
 deps = ["Base64", "NetworkOptions", "Printf", "SHA"]
@@ -2253,6 +2346,7 @@ uuid = "76f85450-5226-5b5a-8eaa-529ad045b433"
 [[deps.LibSSH2_jll]]
 deps = ["Artifacts", "Libdl", "MbedTLS_jll"]
 uuid = "29816b5a-b9ab-546f-933c-edad1886dfa8"
+version = "1.10.2+0"
 
 [[deps.Libdl]]
 uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb"
@@ -2271,9 +2365,9 @@ version = "1.8.7+0"
 
 [[deps.Libglvnd_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll", "Xorg_libXext_jll"]
-git-tree-sha1 = "7739f837d6447403596a75d19ed01fd08d6f56bf"
+git-tree-sha1 = "6f73d1dd803986947b2c750138528a999a6c7733"
 uuid = "7e76a0d4-f3c7-5321-8279-8d96eeed0f29"
-version = "1.3.0+3"
+version = "1.6.0+0"
 
 [[deps.Libgpg_error_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -2283,9 +2377,9 @@ version = "1.42.0+0"
 
 [[deps.Libiconv_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "42b62845d70a619f063a7da093d995ec8e15e778"
+git-tree-sha1 = "c7cb1f5d892775ba13767a87c7ada0b980ea0a71"
 uuid = "94ce4f54-9a6c-5748-9c1c-f9c7231a4531"
-version = "1.16.1+1"
+version = "1.16.1+2"
 
 [[deps.Libmount_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -2313,19 +2407,31 @@ version = "2.36.0+0"
 
 [[deps.LineSearches]]
 deps = ["LinearAlgebra", "NLSolversBase", "NaNMath", "Parameters", "Printf"]
-git-tree-sha1 = "f27132e551e959b3667d8c93eae90973225032dd"
+git-tree-sha1 = "7bbea35cec17305fc70a0e5b4641477dc0789d9d"
 uuid = "d3d80556-e9d4-5f37-9878-2ab0fcc64255"
-version = "7.1.1"
+version = "7.2.0"
 
 [[deps.LinearAlgebra]]
-deps = ["Libdl", "libblastrampoline_jll"]
+deps = ["Libdl", "OpenBLAS_jll", "libblastrampoline_jll"]
 uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
 
+[[deps.LogDensityProblems]]
+deps = ["ArgCheck", "DocStringExtensions", "Random", "Requires", "UnPack"]
+git-tree-sha1 = "c3e1189191e4528b605070972d7d4e9cd91dd96b"
+uuid = "6fdf6af0-433a-55f7-b3ed-c6c6e0b8df7c"
+version = "1.0.3"
+
 [[deps.LogExpFunctions]]
-deps = ["ChainRulesCore", "ChangesOfVariables", "DocStringExtensions", "InverseFunctions", "IrrationalConstants", "LinearAlgebra"]
-git-tree-sha1 = "09e4b894ce6a976c354a69041a04748180d43637"
+deps = ["DocStringExtensions", "IrrationalConstants", "LinearAlgebra"]
+git-tree-sha1 = "0a1b7c2863e44523180fdb3146534e265a91870b"
 uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
-version = "0.3.15"
+version = "0.3.23"
+weakdeps = ["ChainRulesCore", "ChangesOfVariables", "InverseFunctions"]
+
+    [deps.LogExpFunctions.extensions]
+    LogExpFunctionsChainRulesCoreExt = "ChainRulesCore"
+    LogExpFunctionsChangesOfVariablesExt = "ChangesOfVariables"
+    LogExpFunctionsInverseFunctionsExt = "InverseFunctions"
 
 [[deps.Logging]]
 uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
@@ -2337,58 +2443,64 @@ uuid = "e6f89c97-d47a-5376-807f-9c37f3926c36"
 version = "0.4.9"
 
 [[deps.MCMCChains]]
-deps = ["AbstractMCMC", "AxisArrays", "Compat", "Dates", "Distributions", "Formatting", "IteratorInterfaceExtensions", "KernelDensity", "LinearAlgebra", "MCMCDiagnosticTools", "MLJModelInterface", "NaturalSort", "OrderedCollections", "PrettyTables", "Random", "RecipesBase", "Serialization", "Statistics", "StatsBase", "StatsFuns", "TableTraits", "Tables"]
-git-tree-sha1 = "8cb9b8fb081afd7728f5de25b9025bff97cb5c7a"
+deps = ["AbstractMCMC", "AxisArrays", "Dates", "Distributions", "Formatting", "IteratorInterfaceExtensions", "KernelDensity", "LinearAlgebra", "MCMCDiagnosticTools", "MLJModelInterface", "NaturalSort", "OrderedCollections", "PrettyTables", "Random", "RecipesBase", "Serialization", "Statistics", "StatsBase", "StatsFuns", "TableTraits", "Tables"]
+git-tree-sha1 = "c659f7508035a7bdd5102aef2de028ab035f289a"
 uuid = "c7f686f2-ff18-58e9-bc7b-31028e88f75d"
-version = "5.3.1"
+version = "5.7.1"
 
 [[deps.MCMCDiagnosticTools]]
-deps = ["AbstractFFTs", "DataAPI", "Distributions", "LinearAlgebra", "MLJModelInterface", "Random", "SpecialFunctions", "Statistics", "StatsBase", "Tables"]
-git-tree-sha1 = "058d08594e91ba1d98dcc3669f9421a76824aa95"
+deps = ["AbstractFFTs", "DataAPI", "DataStructures", "Distributions", "LinearAlgebra", "MLJModelInterface", "Random", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tables"]
+git-tree-sha1 = "8b862779314f9299cbf7bdbf2413bcbd9c8e77b2"
 uuid = "be115224-59cd-429b-ad48-344e309966f0"
-version = "0.1.3"
+version = "0.2.6"
+
+[[deps.MIMEs]]
+git-tree-sha1 = "65f28ad4b594aebe22157d6fac869786a255b7eb"
+uuid = "6c6e2e6c-3030-632d-7369-2d6c69616d65"
+version = "0.1.4"
 
 [[deps.MKL_jll]]
 deps = ["Artifacts", "IntelOpenMP_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "e595b205efd49508358f7dc670a940c790204629"
+git-tree-sha1 = "2ce8695e1e699b68702c03402672a69f54b8aca9"
 uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2022.0.0+0"
+version = "2022.2.0+0"
 
 [[deps.MLJModelInterface]]
 deps = ["Random", "ScientificTypesBase", "StatisticalTraits"]
-git-tree-sha1 = "b8073fe6973dcfad5fec803dabc1d3a7f6c4ebc8"
+git-tree-sha1 = "c8b7e632d6754a5e36c0d94a4b466a5ba3a30128"
 uuid = "e80e1ace-859a-464e-9ed9-23947d8ae3ea"
-version = "1.4.3"
+version = "1.8.0"
 
 [[deps.MacroTools]]
 deps = ["Markdown", "Random"]
-git-tree-sha1 = "3d3e902b31198a27340d0bf00d6ac452866021cf"
+git-tree-sha1 = "42324d08725e200c23d4dfb549e0d5d89dede2d2"
 uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
-version = "0.5.9"
+version = "0.5.10"
 
 [[deps.MappedArrays]]
-git-tree-sha1 = "e8b359ef06ec72e8c030463fe02efe5527ee5142"
+git-tree-sha1 = "2dab0221fe2b0f2cb6754eaa743cc266339f527e"
 uuid = "dbb5928d-eab1-5f90-85c2-b9b0edb7c900"
-version = "0.4.1"
+version = "0.4.2"
 
 [[deps.Markdown]]
 deps = ["Base64"]
 uuid = "d6f4376e-aef5-505a-96c1-9c027394607a"
 
 [[deps.MbedTLS]]
-deps = ["Dates", "MbedTLS_jll", "Random", "Sockets"]
-git-tree-sha1 = "1c38e51c3d08ef2278062ebceade0e46cefc96fe"
+deps = ["Dates", "MbedTLS_jll", "MozillaCACerts_jll", "Random", "Sockets"]
+git-tree-sha1 = "03a9b9718f5682ecb107ac9f7308991db4ce395b"
 uuid = "739be429-bea8-5141-9913-cc70e7f3736d"
-version = "1.0.3"
+version = "1.1.7"
 
 [[deps.MbedTLS_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1"
+version = "2.28.2+0"
 
 [[deps.Measures]]
-git-tree-sha1 = "e498ddeee6f9fdb4551ce855a46f54dbd900245f"
+git-tree-sha1 = "c13304c81eec1ed3af7fc20e75fb6b26092a1102"
 uuid = "442fdcdd-2543-5da2-b0f3-8c86c306513e"
-version = "0.3.1"
+version = "0.3.2"
 
 [[deps.Media]]
 deps = ["MacroTools", "Test"]
@@ -2398,68 +2510,76 @@ version = "0.5.0"
 
 [[deps.Metatheory]]
 deps = ["AutoHashEquals", "DataStructures", "Dates", "DocStringExtensions", "Parameters", "Reexport", "TermInterface", "ThreadsX", "TimerOutputs"]
-git-tree-sha1 = "a160e323d3684889e6026914576f1f4288de131d"
+git-tree-sha1 = "0f39bc7f71abdff12ead4fc4a7d998fb2f3c171f"
 uuid = "e9d8d322-4543-424a-9be4-0cc815abe26c"
-version = "1.3.4"
+version = "1.3.5"
 
 [[deps.MicroCollections]]
 deps = ["BangBang", "InitialValues", "Setfield"]
-git-tree-sha1 = "6bb7786e4f24d44b4e29df03c69add1b63d88f01"
+git-tree-sha1 = "629afd7d10dbc6935ec59b32daeb33bc4460a42e"
 uuid = "128add7d-3638-4c79-886c-908ea0c25c34"
-version = "0.1.2"
+version = "0.1.4"
 
 [[deps.Missings]]
 deps = ["DataAPI"]
-git-tree-sha1 = "bf210ce90b6c9eed32d25dbcae1ebc565df2687f"
+git-tree-sha1 = "f66bdc5de519e8f8ae43bdc598782d35a25b1272"
 uuid = "e1d29d7a-bbdc-5cf2-9ac0-f12de2c33e28"
-version = "1.0.2"
+version = "1.1.0"
 
 [[deps.Mmap]]
 uuid = "a63ad114-7e13-5084-954f-fe012c677804"
 
 [[deps.MozillaCACerts_jll]]
 uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
+version = "2022.10.11"
 
 [[deps.MultivariatePolynomials]]
 deps = ["ChainRulesCore", "DataStructures", "LinearAlgebra", "MutableArithmetics"]
-git-tree-sha1 = "393fc4d82a73c6fe0e2963dd7c882b09257be537"
+git-tree-sha1 = "eaa98afe2033ffc0629f9d0d83961d66a021dfcc"
 uuid = "102ac46a-7ee4-5c85-9060-abc95bfdeaa3"
-version = "0.4.6"
+version = "0.4.7"
 
 [[deps.MutableArithmetics]]
 deps = ["LinearAlgebra", "SparseArrays", "Test"]
-git-tree-sha1 = "4e675d6e9ec02061800d6cfb695812becbd03cdf"
+git-tree-sha1 = "964cb1a7069723727025ae295408747a0b36a854"
 uuid = "d8a4904e-b15c-11e9-3269-09a3773c0cb0"
-version = "1.0.4"
+version = "1.3.0"
 
 [[deps.NLSolversBase]]
 deps = ["DiffResults", "Distributed", "FiniteDiff", "ForwardDiff"]
-git-tree-sha1 = "50310f934e55e5ca3912fb941dec199b49ca9b68"
+git-tree-sha1 = "a0b464d183da839699f4c79e7606d9d186ec172c"
 uuid = "d41bc354-129a-5804-8e4c-c37616107c6c"
-version = "7.8.2"
+version = "7.8.3"
 
 [[deps.NNlib]]
-deps = ["Adapt", "ChainRulesCore", "LinearAlgebra", "Pkg", "Requires", "Statistics"]
-git-tree-sha1 = "1a80840bcdb73de345230328d49767ab115be6f2"
+deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
+git-tree-sha1 = "99e6dbb50d8a96702dc60954569e9fe7291cc55d"
 uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
-version = "0.8.8"
+version = "0.8.20"
+
+    [deps.NNlib.extensions]
+    NNlibAMDGPUExt = "AMDGPU"
+
+    [deps.NNlib.weakdeps]
+    AMDGPU = "21141c5a-9bdb-4563-92ae-f87d6854732e"
 
 [[deps.NNlibCUDA]]
-deps = ["CUDA", "LinearAlgebra", "NNlib", "Random", "Statistics"]
-git-tree-sha1 = "e161b835c6aa9e2339c1e72c3d4e39891eac7a4f"
+deps = ["Adapt", "CUDA", "LinearAlgebra", "NNlib", "Random", "Statistics"]
+git-tree-sha1 = "b05a082b08a3af0e5c576883bc6dfb6513e7e478"
 uuid = "a00861dc-f156-4864-bf3c-e6376f28a68d"
-version = "0.2.3"
+version = "0.2.6"
 
 [[deps.NaNMath]]
-git-tree-sha1 = "b086b7ea07f8e38cf122f5016af580881ac914fe"
+deps = ["OpenLibm_jll"]
+git-tree-sha1 = "0877504529a3e5c3343c6f8b4c0381e57e4387e4"
 uuid = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3"
-version = "0.3.7"
+version = "1.0.2"
 
 [[deps.NamedArrays]]
 deps = ["Combinatorics", "DataStructures", "DelimitedFiles", "InvertedIndices", "LinearAlgebra", "Random", "Requires", "SparseArrays", "Statistics"]
-git-tree-sha1 = "2fd5787125d1a93fbe30961bd841707b8a80d75b"
+git-tree-sha1 = "b84e17976a40cb2bfe3ae7edb3673a8c630d4f95"
 uuid = "86f7a689-2022-50b4-a561-43c23ac3c673"
-version = "0.9.6"
+version = "0.9.8"
 
 [[deps.NaturalSort]]
 git-tree-sha1 = "eda490d06b9f7c00752ee81cfa451efe55521e21"
@@ -2468,12 +2588,13 @@ version = "1.0.0"
 
 [[deps.NetworkOptions]]
 uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908"
+version = "1.2.0"
 
 [[deps.OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "1ea784113a6aa054c5ebd95945fa5e52c2f378e7"
+git-tree-sha1 = "82d7c9e310fe55aa54996e6f7f94674e2a38fcb4"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.12.7"
+version = "1.12.9"
 
 [[deps.Ogg_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -2484,16 +2605,18 @@ version = "1.3.5+1"
 [[deps.OpenBLAS_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "Libdl"]
 uuid = "4536629a-c528-5b80-bd46-f80d51c5b363"
+version = "0.3.21+4"
 
 [[deps.OpenLibm_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "05823500-19ac-5b8b-9628-191a04bc5112"
+version = "0.8.1+0"
 
 [[deps.OpenSSL_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "9a36165cf84cff35851809a40a928e1103702013"
+git-tree-sha1 = "9ff31d101d987eb9d66bd8b176ac7c277beccd09"
 uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
-version = "1.1.16+0"
+version = "1.1.20+0"
 
 [[deps.OpenSpecFun_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
@@ -2514,21 +2637,20 @@ uuid = "91d4177d-7536-5919-b921-800302f37372"
 version = "1.3.2+0"
 
 [[deps.OrderedCollections]]
-git-tree-sha1 = "85f8e6578bf1f9ee0d11e7bb1b1456435479d47c"
+git-tree-sha1 = "d321bf2de576bf25ec4d3e4360faca399afca282"
 uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
-version = "1.4.1"
+version = "1.6.0"
 
-[[deps.PCRE_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "b2a7af664e098055a7529ad1a900ded962bca488"
-uuid = "2f80f16e-611a-54ab-bc61-aa92de5b98fc"
-version = "8.44.0+0"
+[[deps.PCRE2_jll]]
+deps = ["Artifacts", "Libdl"]
+uuid = "efcefdf7-47ab-520b-bdef-62a2eaa19f15"
+version = "10.42.0+0"
 
 [[deps.PDMats]]
 deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "ca433b9e2f5ca3a0ce6702a032fce95a3b6e1e48"
+git-tree-sha1 = "67eae2738d63117a196f497d7db789821bce61d1"
 uuid = "90014a1f-27ba-587c-ab20-58faa44d9150"
-version = "0.11.14"
+version = "0.11.17"
 
 [[deps.Parameters]]
 deps = ["OrderedCollections", "UnPack"]
@@ -2537,10 +2659,10 @@ uuid = "d96e819e-fc66-5662-9728-84c9c7592b0a"
 version = "0.12.3"
 
 [[deps.Parsers]]
-deps = ["Dates"]
-git-tree-sha1 = "0044b23da09b5608b4ecacb4e5e6c6332f833a7e"
+deps = ["Dates", "PrecompileTools", "UUIDs"]
+git-tree-sha1 = "a5aef8d4a6e8d81f171b2bd4be5265b01384c74c"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.3.2"
+version = "2.5.10"
 
 [[deps.Pixman_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -2549,20 +2671,21 @@ uuid = "30392449-352a-5448-841d-b1acce4e97dc"
 version = "0.40.1+0"
 
 [[deps.Pkg]]
-deps = ["Artifacts", "Dates", "Downloads", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
+deps = ["Artifacts", "Dates", "Downloads", "FileWatching", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
 uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f"
+version = "1.9.0"
 
 [[deps.PlotThemes]]
 deps = ["PlotUtils", "Statistics"]
-git-tree-sha1 = "8162b2f8547bc23876edd0c5181b27702ae58dce"
+git-tree-sha1 = "1f03a2d339f42dca4a4da149c7e15e9b896ad899"
 uuid = "ccf2f8ad-2431-5c83-bf29-c5338b663b6a"
-version = "3.0.0"
+version = "3.1.0"
 
 [[deps.PlotUtils]]
-deps = ["ColorSchemes", "Colors", "Dates", "Printf", "Random", "Reexport", "Statistics"]
-git-tree-sha1 = "9888e59493658e476d3073f1ce24348bdc086660"
+deps = ["ColorSchemes", "Colors", "Dates", "PrecompileTools", "Printf", "Random", "Reexport", "Statistics"]
+git-tree-sha1 = "f92e1315dadf8c46561fb9396e525f7200cdc227"
 uuid = "995b91a9-d308-5afd-9ec6-746e21dbc043"
-version = "1.3.0"
+version = "1.3.5"
 
 [[deps.Plots]]
 deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "GeometryBasics", "JSON", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "Requires", "Scratch", "Showoff", "SparseArrays", "Statistics", "StatsBase", "UUIDs", "UnicodeFun", "Unzip"]
@@ -2571,10 +2694,10 @@ uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
 version = "1.27.6"
 
 [[deps.PlutoUI]]
-deps = ["AbstractPlutoDingetjes", "Base64", "ColorTypes", "Dates", "Hyperscript", "HypertextLiteral", "IOCapture", "InteractiveUtils", "JSON", "Logging", "Markdown", "Random", "Reexport", "UUIDs"]
-git-tree-sha1 = "8d1f54886b9037091edf146b517989fc4a09efec"
+deps = ["AbstractPlutoDingetjes", "Base64", "ColorTypes", "Dates", "FixedPointNumbers", "Hyperscript", "HypertextLiteral", "IOCapture", "InteractiveUtils", "JSON", "Logging", "MIMEs", "Markdown", "Random", "Reexport", "URIs", "UUIDs"]
+git-tree-sha1 = "b478a748be27bd2f2c73a7690da219d0844db305"
 uuid = "7f904dfe-b85e-4ff6-b463-dae2292396a8"
-version = "0.7.39"
+version = "0.7.51"
 
 [[deps.PooledArrays]]
 deps = ["DataAPI", "Future"]
@@ -2588,11 +2711,17 @@ git-tree-sha1 = "17275485f373e6673f7e7f97051f703ed5b15b20"
 uuid = "85a6dd25-e78a-55b7-8502-1745935b8125"
 version = "0.2.4"
 
+[[deps.PrecompileTools]]
+deps = ["Preferences"]
+git-tree-sha1 = "259e206946c293698122f63e2b513a7c99a244e8"
+uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a"
+version = "1.1.1"
+
 [[deps.Preferences]]
 deps = ["TOML"]
-git-tree-sha1 = "47e5f437cc0e7ef2ce8406ce1e7e24d44915f88d"
+git-tree-sha1 = "7eb1686b4f04b82f96ed7a4ea5890a4f0c7a09f1"
 uuid = "21216c6a-2e73-6563-6e65-726566657250"
-version = "1.3.0"
+version = "1.4.0"
 
 [[deps.PrettyTables]]
 deps = ["Crayons", "Formatting", "Markdown", "Reexport", "Tables"]
@@ -2628,15 +2757,15 @@ version = "1.7.2"
 
 [[deps.Qt5Base_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "Fontconfig_jll", "Glib_jll", "JLLWrappers", "Libdl", "Libglvnd_jll", "OpenSSL_jll", "Pkg", "Xorg_libXext_jll", "Xorg_libxcb_jll", "Xorg_xcb_util_image_jll", "Xorg_xcb_util_keysyms_jll", "Xorg_xcb_util_renderutil_jll", "Xorg_xcb_util_wm_jll", "Zlib_jll", "xkbcommon_jll"]
-git-tree-sha1 = "c6c0f690d0cc7caddb74cef7aa847b824a16b256"
+git-tree-sha1 = "0c03844e2231e12fda4d0086fd7cbe4098ee8dc5"
 uuid = "ea2cea3b-5b76-57ae-a6ef-0a8af62496e1"
-version = "5.15.3+1"
+version = "5.15.3+2"
 
 [[deps.QuadGK]]
 deps = ["DataStructures", "LinearAlgebra"]
-git-tree-sha1 = "78aadffb3efd2155af139781b8a8df1ef279ea39"
+git-tree-sha1 = "6ec7ac8412e83d57e313393220879ede1740f9ee"
 uuid = "1fd47b50-473d-5c70-9696-f719f8f3bcdc"
-version = "2.4.2"
+version = "2.8.2"
 
 [[deps.REPL]]
 deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"]
@@ -2648,9 +2777,9 @@ uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
 
 [[deps.Random123]]
 deps = ["Random", "RandomNumbers"]
-git-tree-sha1 = "afeacaecf4ed1649555a19cb2cad3c141bbc9474"
+git-tree-sha1 = "552f30e847641591ba3f39fd1bed559b9deb0ef3"
 uuid = "74087812-796a-5b5d-8853-05524746bad3"
-version = "1.5.0"
+version = "1.6.1"
 
 [[deps.RandomExtensions]]
 deps = ["Random", "SparseArrays"]
@@ -2671,9 +2800,13 @@ version = "0.3.2"
 
 [[deps.Ratios]]
 deps = ["Requires"]
-git-tree-sha1 = "dc84268fe0e3335a62e315a3a7cf2afa7178a734"
+git-tree-sha1 = "6d7bb727e76147ba18eed998700998e17b8e4911"
 uuid = "c84ed2f1-dad5-54f0-aa8e-dbefe2724439"
-version = "0.4.3"
+version = "0.4.4"
+weakdeps = ["FixedPointNumbers"]
+
+    [deps.Ratios.extensions]
+    RatiosFixedPointNumbersExt = "FixedPointNumbers"
 
 [[deps.RealDot]]
 deps = ["LinearAlgebra"]
@@ -2682,9 +2815,10 @@ uuid = "c1ae055f-0cd5-4b69-90a6-9a35b1a98df9"
 version = "0.1.0"
 
 [[deps.RecipesBase]]
-git-tree-sha1 = "6bf3f380ff52ce0832ddd3a2a7b9538ed1bcca7d"
+deps = ["PrecompileTools"]
+git-tree-sha1 = "5c3d09cc4f31f5fc6af001c250bf1278733100ff"
 uuid = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"
-version = "1.2.1"
+version = "1.3.4"
 
 [[deps.RecipesPipeline]]
 deps = ["Dates", "NaNMath", "PlotUtils", "RecipesBase"]
@@ -2693,10 +2827,10 @@ uuid = "01d81517-befc-4cb6-b9ec-a95719d0359c"
 version = "0.5.2"
 
 [[deps.RecursiveArrayTools]]
-deps = ["Adapt", "ArrayInterfaceCore", "ArrayInterfaceStaticArraysCore", "ChainRulesCore", "DocStringExtensions", "FillArrays", "GPUArraysCore", "LinearAlgebra", "RecipesBase", "StaticArraysCore", "Statistics", "ZygoteRules"]
-git-tree-sha1 = "7ddd4f1ac52f9cc1b784212785f86a75602a7e4b"
+deps = ["Adapt", "ArrayInterfaceCore", "ArrayInterfaceStaticArraysCore", "ChainRulesCore", "DocStringExtensions", "FillArrays", "GPUArraysCore", "IteratorInterfaceExtensions", "LinearAlgebra", "RecipesBase", "StaticArraysCore", "Statistics", "Tables", "ZygoteRules"]
+git-tree-sha1 = "a5ce741acddc02f0d4fc6505463ca89697d7fb23"
 uuid = "731186ca-8d62-57ce-b412-fbd966d074cd"
-version = "2.31.0"
+version = "2.32.3"
 
 [[deps.Reexport]]
 git-tree-sha1 = "45e428421666073eab6f2da5c9d310d99bb12f9b"
@@ -2723,36 +2857,45 @@ version = "1.3.0"
 
 [[deps.Rmath]]
 deps = ["Random", "Rmath_jll"]
-git-tree-sha1 = "bf3188feca147ce108c76ad82c2792c57abe7b1f"
+git-tree-sha1 = "f65dcb5fa46aee0cf9ed6274ccbd597adc49aa7b"
 uuid = "79098fc4-a85e-5d69-aa6a-4863f24498fa"
-version = "0.7.0"
+version = "0.7.1"
 
 [[deps.Rmath_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "68db32dff12bb6127bac73c209881191bf0efbb7"
+git-tree-sha1 = "6ed52fdd3382cf21947b15e8870ac0ddbff736da"
 uuid = "f50d1b31-88e8-58de-be2c-1cc44531875f"
-version = "0.3.0+0"
+version = "0.4.0+0"
 
 [[deps.Roots]]
-deps = ["CommonSolve", "Printf", "Setfield"]
-git-tree-sha1 = "30e3981751855e2340e9b524ab58c1ec85c36f33"
+deps = ["ChainRulesCore", "CommonSolve", "Printf", "Setfield"]
+git-tree-sha1 = "e961f57a7d5b1d46059b62a8fb7223d6497a5bc4"
 uuid = "f2b01f46-fcfa-551c-844a-d8ac1e96c665"
-version = "2.0.1"
+version = "2.0.15"
+
+    [deps.Roots.extensions]
+    RootsForwardDiffExt = "ForwardDiff"
+    RootsIntervalRootFindingExt = "IntervalRootFinding"
+
+    [deps.Roots.weakdeps]
+    ForwardDiff = "f6369f11-7733-5829-9624-2563aa707210"
+    IntervalRootFinding = "d2bf35a9-74e0-55ec-b149-d360ff49b807"
 
 [[deps.RuntimeGeneratedFunctions]]
 deps = ["ExprTools", "SHA", "Serialization"]
-git-tree-sha1 = "cdc1e4278e91a6ad530770ebb327f9ed83cf10c4"
+git-tree-sha1 = "d7d9ebe28062161c1e314ed643097b0c6fe657d9"
 uuid = "7e49a35a-f44a-4d26-94aa-eba1b4ca6b47"
-version = "0.5.3"
+version = "0.5.7"
 
 [[deps.SHA]]
 uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
+version = "0.7.0"
 
 [[deps.SciMLBase]]
-deps = ["ArrayInterfaceCore", "CommonSolve", "ConstructionBase", "Distributed", "DocStringExtensions", "IteratorInterfaceExtensions", "LinearAlgebra", "Logging", "Markdown", "RecipesBase", "RecursiveArrayTools", "StaticArraysCore", "Statistics", "Tables", "TreeViews"]
-git-tree-sha1 = "3243a883fa422a0a5cfe2d3b6ea6287fc396018f"
+deps = ["ArrayInterfaceCore", "CommonSolve", "ConstructionBase", "Distributed", "DocStringExtensions", "EnumX", "FunctionWrappersWrappers", "IteratorInterfaceExtensions", "LinearAlgebra", "Logging", "Markdown", "Preferences", "RecipesBase", "RecursiveArrayTools", "RuntimeGeneratedFunctions", "StaticArraysCore", "Statistics", "Tables"]
+git-tree-sha1 = "fe89a8113ea445bcff9ee570077830674babb534"
 uuid = "0bca4576-84f4-4d90-8ffe-ffa030f20462"
-version = "1.42.2"
+version = "1.81.0"
 
 [[deps.ScientificTypesBase]]
 git-tree-sha1 = "a8e18eb383b5ecf1b5e6fc237eb39255044fd92b"
@@ -2761,9 +2904,9 @@ version = "3.0.0"
 
 [[deps.Scratch]]
 deps = ["Dates"]
-git-tree-sha1 = "0b4b7f1393cff97c33891da2a0bf69c6ed241fda"
+git-tree-sha1 = "30449ee12237627992a99d5e30ae63e4d78cd24a"
 uuid = "6c6a2e73-6563-6170-7368-637461726353"
-version = "1.1.0"
+version = "1.2.0"
 
 [[deps.Serialization]]
 uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
@@ -2784,30 +2927,40 @@ git-tree-sha1 = "91eddf657aca81df9ae6ceb20b959ae5653ad1de"
 uuid = "992d4aef-0814-514b-bc4d-f2e9a6c4116f"
 version = "1.0.3"
 
+[[deps.SnoopPrecompile]]
+deps = ["Preferences"]
+git-tree-sha1 = "e760a70afdcd461cf01a575947738d359234665c"
+uuid = "66db9d55-30c0-4569-8b51-7e840670fc0c"
+version = "1.0.3"
+
 [[deps.Sockets]]
 uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
 
 [[deps.SortingAlgorithms]]
 deps = ["DataStructures"]
-git-tree-sha1 = "b3363d7460f7d098ca0912c69b082f75625d7508"
+git-tree-sha1 = "a4ada03f999bd01b3a25dcaa30b2d929fe537e00"
 uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c"
-version = "1.0.1"
+version = "1.1.0"
 
 [[deps.SparseArrays]]
-deps = ["LinearAlgebra", "Random"]
+deps = ["Libdl", "LinearAlgebra", "Random", "Serialization", "SuiteSparse_jll"]
 uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[deps.SpecialFunctions]]
-deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "a9e798cae4867e3a41cae2dd9eb60c047f1212db"
+deps = ["IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
+git-tree-sha1 = "ef28127915f4229c971eb43f3fc075dd3fe91880"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.1.6"
+version = "2.2.0"
+weakdeps = ["ChainRulesCore"]
+
+    [deps.SpecialFunctions.extensions]
+    SpecialFunctionsChainRulesCoreExt = "ChainRulesCore"
 
 [[deps.SplittablesBase]]
 deps = ["Setfield", "Test"]
-git-tree-sha1 = "39c9f91521de844bad65049efd4f9223e7ed43f9"
+git-tree-sha1 = "e08a62abc517eb79667d0a29dc08a3b589516bb5"
 uuid = "171d559e-b47b-412a-8079-5efa626c420e"
-version = "0.1.14"
+version = "0.1.15"
 
 [[deps.Static]]
 deps = ["IfElse"]
@@ -2817,58 +2970,69 @@ version = "0.6.6"
 
 [[deps.StaticArrays]]
 deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "9f8a5dc5944dc7fbbe6eb4180660935653b0a9d9"
+git-tree-sha1 = "8982b3607a212b070a5e46eea83eb62b4744ae12"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.5.0"
+version = "1.5.25"
 
 [[deps.StaticArraysCore]]
-git-tree-sha1 = "66fe9eb253f910fe8cf161953880cfdaef01cdf0"
+git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
 uuid = "1e83bf80-4336-4d27-bf5d-d5a4f845583c"
-version = "1.0.1"
+version = "1.4.0"
 
 [[deps.StatisticalTraits]]
 deps = ["ScientificTypesBase"]
-git-tree-sha1 = "271a7fea12d319f23d55b785c51f6876aadb9ac0"
+git-tree-sha1 = "30b9236691858e13f167ce829490a68e1a597782"
 uuid = "64bff920-2084-43da-a3e6-9bb72801c0c9"
-version = "3.0.0"
+version = "3.2.0"
 
 [[deps.Statistics]]
 deps = ["LinearAlgebra", "SparseArrays"]
 uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
+version = "1.9.0"
 
 [[deps.StatsAPI]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "2c11d7290036fe7aac9038ff312d3b3a2a5bf89e"
+git-tree-sha1 = "45a7769a04a3cf80da1c1c7c60caf932e6f4c9f7"
 uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
-version = "1.4.0"
+version = "1.6.0"
 
 [[deps.StatsBase]]
 deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
-git-tree-sha1 = "48598584bacbebf7d30e20880438ed1d24b7c7d6"
+git-tree-sha1 = "d1bf48bfcc554a3761a133fe3a9bb01488e06916"
 uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
-version = "0.33.18"
+version = "0.33.21"
 
 [[deps.StatsFuns]]
-deps = ["ChainRulesCore", "HypergeometricFunctions", "InverseFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"]
-git-tree-sha1 = "5783b877201a82fc0014cbf381e7e6eb130473a4"
+deps = ["HypergeometricFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"]
+git-tree-sha1 = "f625d686d5a88bcd2b15cd81f18f98186fdc0c9a"
 uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c"
-version = "1.0.1"
+version = "1.3.0"
+weakdeps = ["ChainRulesCore", "InverseFunctions"]
+
+    [deps.StatsFuns.extensions]
+    StatsFunsChainRulesCoreExt = "ChainRulesCore"
+    StatsFunsInverseFunctionsExt = "InverseFunctions"
 
 [[deps.StructArrays]]
-deps = ["Adapt", "DataAPI", "StaticArrays", "Tables"]
-git-tree-sha1 = "ec47fb6069c57f1cee2f67541bf8f23415146de7"
+deps = ["Adapt", "DataAPI", "GPUArraysCore", "StaticArraysCore", "Tables"]
+git-tree-sha1 = "521a0e828e98bb69042fec1809c1b5a680eb7389"
 uuid = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
-version = "0.6.11"
+version = "0.6.15"
 
 [[deps.SuiteSparse]]
 deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
 uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"
 
+[[deps.SuiteSparse_jll]]
+deps = ["Artifacts", "Libdl", "Pkg", "libblastrampoline_jll"]
+uuid = "bea87d4a-7f5b-5778-9afe-8cc45184846c"
+version = "5.10.1+6"
+
 [[deps.SymbolicUtils]]
 deps = ["AbstractTrees", "Bijections", "ChainRulesCore", "Combinatorics", "ConstructionBase", "DataStructures", "DocStringExtensions", "DynamicPolynomials", "IfElse", "LabelledArrays", "LinearAlgebra", "Metatheory", "MultivariatePolynomials", "NaNMath", "Setfield", "SparseArrays", "SpecialFunctions", "StaticArrays", "TermInterface", "TimerOutputs"]
-git-tree-sha1 = "92b21f756625f2ff3b2a05495c105f432be01e17"
+git-tree-sha1 = "027b43d312f6d52187bb16c2d4f0588ddb8c4bb2"
 uuid = "d1185830-fcd6-423d-90d6-eec64667417b"
-version = "0.19.10"
+version = "0.19.11"
 
 [[deps.Symbolics]]
 deps = ["ArrayInterface", "ConstructionBase", "DataStructures", "DiffRules", "Distributions", "DocStringExtensions", "DomainSets", "Groebner", "IfElse", "Latexify", "Libdl", "LinearAlgebra", "MacroTools", "Metatheory", "NaNMath", "RecipesBase", "Reexport", "Requires", "RuntimeGeneratedFunctions", "SciMLBase", "Setfield", "SparseArrays", "SpecialFunctions", "StaticArrays", "SymbolicUtils", "TermInterface", "TreeViews"]
@@ -2879,6 +3043,7 @@ version = "4.3.1"
 [[deps.TOML]]
 deps = ["Dates"]
 uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76"
+version = "1.0.3"
 
 [[deps.TableTraits]]
 deps = ["IteratorInterfaceExtensions"]
@@ -2888,13 +3053,14 @@ version = "1.0.1"
 
 [[deps.Tables]]
 deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "OrderedCollections", "TableTraits", "Test"]
-git-tree-sha1 = "5ce79ce186cc678bbb5c5681ca3379d1ddae11a1"
+git-tree-sha1 = "1544b926975372da01227b382066ab70e574a3ec"
 uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
-version = "1.7.0"
+version = "1.10.1"
 
 [[deps.Tar]]
 deps = ["ArgTools", "SHA"]
 uuid = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e"
+version = "1.10.0"
 
 [[deps.TensorCore]]
 deps = ["LinearAlgebra"]
@@ -2909,9 +3075,9 @@ version = "0.2.3"
 
 [[deps.TerminalLoggers]]
 deps = ["LeftChildRightSiblingTrees", "Logging", "Markdown", "Printf", "ProgressLogging", "UUIDs"]
-git-tree-sha1 = "62846a48a6cd70e63aa29944b8c4ef704360d72f"
+git-tree-sha1 = "f133fab380933d042f6796eda4e130272ba520ca"
 uuid = "5d786b92-1e48-4d6f-9151-6b4477ca9bed"
-version = "0.1.5"
+version = "0.1.7"
 
 [[deps.Test]]
 deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
@@ -2919,15 +3085,15 @@ uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [[deps.ThreadsX]]
 deps = ["ArgCheck", "BangBang", "ConstructionBase", "InitialValues", "MicroCollections", "Referenceables", "Setfield", "SplittablesBase", "Transducers"]
-git-tree-sha1 = "d223de97c948636a4f34d1f84d92fd7602dc555b"
+git-tree-sha1 = "34e6bcf36b9ed5d56489600cf9f3c16843fa2aa2"
 uuid = "ac1d9e8a-700a-412c-b207-f0111f4b6c0d"
-version = "0.1.10"
+version = "0.1.11"
 
 [[deps.TimerOutputs]]
 deps = ["ExprTools", "Printf"]
-git-tree-sha1 = "464d64b2510a25e6efe410e7edab14fffdc333df"
+git-tree-sha1 = "f548a9e9c490030e545f72074a41edfd0e5bcdd7"
 uuid = "a759f4b9-e2f1-59dc-863e-4aeb61b1ea8f"
-version = "0.5.20"
+version = "0.5.23"
 
 [[deps.Tracker]]
 deps = ["Adapt", "DiffRules", "ForwardDiff", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NNlib", "NaNMath", "Printf", "Random", "Requires", "SpecialFunctions", "Statistics"]
@@ -2937,15 +3103,15 @@ version = "0.2.20"
 
 [[deps.TranscodingStreams]]
 deps = ["Random", "Test"]
-git-tree-sha1 = "216b95ea110b5972db65aa90f88d8d89dcb8851c"
+git-tree-sha1 = "9a6ae7ed916312b41236fcef7e0af564ef934769"
 uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
-version = "0.9.6"
+version = "0.9.13"
 
 [[deps.Transducers]]
 deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
-git-tree-sha1 = "c76399a3bbe6f5a88faa33c8f8a65aa631d95013"
+git-tree-sha1 = "25358a5f2384c490e98abd565ed321ffae2cbb37"
 uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
-version = "0.4.73"
+version = "0.4.76"
 
 [[deps.TreeViews]]
 deps = ["Test"]
@@ -2954,20 +3120,20 @@ uuid = "a2a6695c-b41b-5b7d-aed9-dbfdeacea5d7"
 version = "0.3.0"
 
 [[deps.Tricks]]
-git-tree-sha1 = "6bac775f2d42a611cdfcd1fb217ee719630c4175"
+git-tree-sha1 = "aadb748be58b492045b4f56166b5188aa63ce549"
 uuid = "410a4b4d-49e4-4fbc-ab6d-cb71b17b3775"
-version = "0.1.6"
+version = "0.1.7"
 
 [[deps.Turing]]
-deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "AdvancedPS", "AdvancedVI", "BangBang", "Bijectors", "DataStructures", "DiffResults", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "MCMCChains", "NamedArrays", "Printf", "Random", "Reexport", "Requires", "SciMLBase", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tracker", "ZygoteRules"]
-git-tree-sha1 = "05596da2440006a18f956c08cb6b827182dc254f"
+deps = ["AbstractMCMC", "AdvancedHMC", "AdvancedMH", "AdvancedPS", "AdvancedVI", "BangBang", "Bijectors", "DataStructures", "Distributions", "DistributionsAD", "DocStringExtensions", "DynamicPPL", "EllipticalSliceSampling", "ForwardDiff", "Libtask", "LinearAlgebra", "LogDensityProblems", "MCMCChains", "NamedArrays", "Printf", "Random", "Reexport", "Requires", "SciMLBase", "SpecialFunctions", "Statistics", "StatsBase", "StatsFuns", "Tracker"]
+git-tree-sha1 = "631fdfe9720d8c2e2a885b1580c8f8c18347b5da"
 uuid = "fce5fe82-541a-59a6-adf8-730c64b5f9a0"
-version = "0.21.7"
+version = "0.21.13"
 
 [[deps.URIs]]
-git-tree-sha1 = "97bbe755a53fe859669cd907f2d96aee8d2c1355"
+git-tree-sha1 = "074f993b0ca030848b897beff716d93aca60f06a"
 uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
-version = "1.3.0"
+version = "1.4.2"
 
 [[deps.UUIDs]]
 deps = ["Random", "SHA"]
@@ -2987,6 +3153,17 @@ git-tree-sha1 = "53915e50200959667e78a92a418594b428dffddf"
 uuid = "1cfade01-22cf-5700-b092-accc4b62d6e1"
 version = "0.4.1"
 
+[[deps.UnsafeAtomics]]
+git-tree-sha1 = "6331ac3440856ea1988316b46045303bef658278"
+uuid = "013be700-e6cd-48c3-b4a1-df204f14c38f"
+version = "0.2.1"
+
+[[deps.UnsafeAtomicsLLVM]]
+deps = ["LLVM", "UnsafeAtomics"]
+git-tree-sha1 = "ead6292c02aab389cb29fe64cc9375765ab1e219"
+uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
+version = "0.1.1"
+
 [[deps.Unzip]]
 git-tree-sha1 = "34db80951901073501137bdbc3d5a8e7bbd06670"
 uuid = "41fe7b60-77ed-43a1-b4f0-825fd5a5650d"
@@ -2994,9 +3171,9 @@ version = "0.1.2"
 
 [[deps.Wayland_jll]]
 deps = ["Artifacts", "Expat_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Pkg", "XML2_jll"]
-git-tree-sha1 = "3e61f0b86f90dacb0bc0e73a0c5a83f6a8636e23"
+git-tree-sha1 = "ed8d92d9774b077c53e1da50fd81a36af3744c1c"
 uuid = "a2964d1f-97da-50d4-b82a-358c7fce9d89"
-version = "1.19.0+0"
+version = "1.21.0+0"
 
 [[deps.Wayland_protocols_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -3012,9 +3189,9 @@ version = "0.5.5"
 
 [[deps.XML2_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "58443b63fb7e465a8a7210828c91c08b92132dff"
+git-tree-sha1 = "93c41695bc1c08c46c5899f4fe06d6ead504bb73"
 uuid = "02c8fc9c-b97f-50b9-bbe4-9be30ff0a78a"
-version = "2.9.14+0"
+version = "2.10.3+0"
 
 [[deps.XSLT_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgcrypt_jll", "Libgpg_error_jll", "Libiconv_jll", "Pkg", "XML2_jll", "Zlib_jll"]
@@ -3157,24 +3334,41 @@ version = "0.9.4"
 [[deps.Zlib_jll]]
 deps = ["Libdl"]
 uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
+version = "1.2.13+0"
 
 [[deps.Zstd_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "e45044cd873ded54b6a5bac0eb5c971392cf1927"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "49ce682769cd5de6c72dcf1b94ed7790cd08974c"
 uuid = "3161d3a3-bdf6-5164-811a-617609db77b4"
-version = "1.5.2+0"
+version = "1.5.5+0"
 
 [[deps.Zygote]]
-deps = ["AbstractFFTs", "ChainRules", "ChainRulesCore", "DiffRules", "Distributed", "FillArrays", "ForwardDiff", "IRTools", "InteractiveUtils", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NaNMath", "Random", "Requires", "SparseArrays", "SpecialFunctions", "Statistics", "ZygoteRules"]
-git-tree-sha1 = "3cfdb31b517eec4173584fba2b1aa65daad46e09"
+deps = ["AbstractFFTs", "ChainRules", "ChainRulesCore", "DiffRules", "Distributed", "FillArrays", "ForwardDiff", "GPUArrays", "GPUArraysCore", "IRTools", "InteractiveUtils", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NaNMath", "PrecompileTools", "Random", "Requires", "SparseArrays", "SpecialFunctions", "Statistics", "ZygoteRules"]
+git-tree-sha1 = "ebac1ae9f048c669317ad48c9bed815790a468d8"
 uuid = "e88e6eb3-aa80-5325-afca-941959d7151f"
-version = "0.6.41"
+version = "0.6.61"
+
+    [deps.Zygote.extensions]
+    ZygoteColorsExt = "Colors"
+    ZygoteDistancesExt = "Distances"
+    ZygoteTrackerExt = "Tracker"
+
+    [deps.Zygote.weakdeps]
+    Colors = "5ae59095-9a9b-59fe-a467-6f913c188581"
+    Distances = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7"
+    Tracker = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
 
 [[deps.ZygoteRules]]
-deps = ["MacroTools"]
-git-tree-sha1 = "8c1a8e4dfacb1fd631745552c8db35d0deb09ea0"
+deps = ["ChainRulesCore", "MacroTools"]
+git-tree-sha1 = "977aed5d006b840e2e40c0b48984f7463109046d"
 uuid = "700de1a5-db45-46bc-99cf-38207098b444"
-version = "0.2.2"
+version = "0.2.3"
+
+[[deps.libaom_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "3a2ea60308f0996d26f1e5354e10c24e9ef905d4"
+uuid = "a4ae2306-e953-59d6-aa16-d00cac43593b"
+version = "3.4.0+0"
 
 [[deps.libass_jll]]
 deps = ["Artifacts", "Bzip2_jll", "FreeType2_jll", "FriBidi_jll", "HarfBuzz_jll", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
@@ -3183,8 +3377,9 @@ uuid = "0ac62f75-1d6f-5e53-bd7c-93b484bb37c0"
 version = "0.15.1+0"
 
 [[deps.libblastrampoline_jll]]
-deps = ["Artifacts", "Libdl", "OpenBLAS_jll"]
+deps = ["Artifacts", "Libdl"]
 uuid = "8e850b90-86db-534c-a0d3-1478176c7d93"
+version = "5.7.0+0"
 
 [[deps.libfdk_aac_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -3207,10 +3402,12 @@ version = "1.3.7+1"
 [[deps.nghttp2_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"
+version = "1.48.0+0"
 
 [[deps.p7zip_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
+version = "17.4.0+0"
 
 [[deps.x264_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
@@ -3226,9 +3423,9 @@ version = "3.5.0+0"
 
 [[deps.xkbcommon_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Wayland_jll", "Wayland_protocols_jll", "Xorg_libxcb_jll", "Xorg_xkeyboard_config_jll"]
-git-tree-sha1 = "ece2350174195bb31de1a63bea3a41ae1aa593b6"
+git-tree-sha1 = "9ebfc140cc56e8c2156a15ceac2f0302e327ac0a"
 uuid = "d8fb68d0-12a3-5cfd-a85a-d49703b185fd"
-version = "0.9.1+5"
+version = "1.4.1+0"
 """
 
 # ╔═╡ Cell order:

From a6468f7fb3b8cc79f6dfdf826343b635e36b909b Mon Sep 17 00:00:00 2001
From: Seth Axen <seth@sethaxen.com>
Date: Sat, 20 May 2023 10:48:49 +0200
Subject: [PATCH 02/19] Reduce number of slider options

---
 notebooks/supervised_learning.jl | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/notebooks/supervised_learning.jl b/notebooks/supervised_learning.jl
index 829a6a85..d92c5476 100644
--- a/notebooks/supervised_learning.jl
+++ b/notebooks/supervised_learning.jl
@@ -650,8 +650,8 @@ This section contains UI elements and variables they are bound to.
 
 # ╔═╡ 2cc52188-b262-4f65-b042-ad94d90523d8
 begin
-    w0_input = @bind w0 Scrubbable(-5:0.01:5; default=0.3, format="0.2f")
-    w1_input = @bind w1 Scrubbable(-5:0.01:5; default=-3, format="0.2f")
+    w0_input = @bind w0 Scrubbable(-3:0.1:3; default=0.3, format="0.2f")
+    w1_input = @bind w1 Scrubbable(-3:0.1:3; default=-3, format="0.2f")
     g_input = @bind g MultiSelect(
         [
             one => "1",
@@ -665,10 +665,10 @@ begin
         size=5,
         default=Function[one],
     )
-    max_order_input = @bind max_order Scrubbable(0:100; default=0)
+    max_order_input = @bind max_order Scrubbable(0:20; default=0)
     show_contour_input = @bind show_contour CheckBox(; default=false)
     λ_input = @bind λ Scrubbable(exp10.([-Inf; -15:1:0]); default=0, format=".1g")
-    thresh_input = @bind thresh Scrubbable(-4:0.01:4; default=0)
+    thresh_input = @bind thresh Scrubbable(-4:0.1:4; default=0)
     nhidden1_input = @bind nhidden1 Scrubbable(0:10; default=0)
     nhidden2_input = @bind nhidden2 Scrubbable(0:10; default=0)
 end;

From a26fb2af90005ffebb38e625f4e0174e196e79ff Mon Sep 17 00:00:00 2001
From: Seth Axen <seth@sethaxen.com>
Date: Wed, 14 Jun 2023 10:46:27 +0200
Subject: [PATCH 03/19] Build notebook with PlutoSliderServer

---
 docs/Manifest.toml | 629 ++++++++++++++++++++++++++++++++++++++++++++-
 docs/Project.toml  |   4 +-
 docs/make.jl       |  20 +-
 3 files changed, 633 insertions(+), 20 deletions(-)

diff --git a/docs/Manifest.toml b/docs/Manifest.toml
index 9f67c595..d5c2674d 100644
--- a/docs/Manifest.toml
+++ b/docs/Manifest.toml
@@ -1,37 +1,249 @@
 # This file is machine-generated - editing it directly is not advised
 
-julia_version = "1.7.2"
+julia_version = "1.9.1"
 manifest_format = "2.0"
+project_hash = "e15f6fea10b993fa9946ae154fd2fe6d6534a886"
 
 [[deps.ANSIColoredPrinters]]
 git-tree-sha1 = "574baf8110975760d391c710b6341da1afa48d8c"
 uuid = "a4c015fc-c6ff-483c-b24f-f7ea428134e9"
 version = "0.0.1"
 
+[[deps.AbstractPlutoDingetjes]]
+deps = ["Pkg"]
+git-tree-sha1 = "8eaf9f1b4921132a4cff3f36a1d9ba923b14a481"
+uuid = "6e696c72-6542-2067-7265-42206c756150"
+version = "1.1.4"
+
+[[deps.AbstractTrees]]
+git-tree-sha1 = "faa260e4cb5aba097a73fab382dd4b5819d8ec8c"
+uuid = "1520ce14-60c1-5f80-bbc7-55ef81b5835c"
+version = "0.4.4"
+
+[[deps.ArgTools]]
+uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
+version = "1.1.1"
+
+[[deps.Artifacts]]
+uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
+
 [[deps.Base64]]
 uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
 
+[[deps.BetterFileWatching]]
+deps = ["Deno_jll", "JSON"]
+git-tree-sha1 = "0d7ee0a1acad90d544fa87cc3d6f463e99abb77a"
+uuid = "c9fd44ac-77b5-486c-9482-9798bd063cc6"
+version = "0.1.5"
+
+[[deps.BitFlags]]
+git-tree-sha1 = "43b1a4a8f797c1cddadf60499a8a077d4af2cd2d"
+uuid = "d1d4a3ce-64b1-5f1a-9ba4-7e7e69966f35"
+version = "0.1.7"
+
+[[deps.Calculus]]
+deps = ["LinearAlgebra"]
+git-tree-sha1 = "f641eb0a4f00c343bbc32346e1217b86f3ce9dad"
+uuid = "49dc2e85-a5d0-5ad3-a950-438e2897f1b9"
+version = "0.5.1"
+
+[[deps.CodecZlib]]
+deps = ["TranscodingStreams", "Zlib_jll"]
+git-tree-sha1 = "9c209fb7536406834aa938fb149964b985de6c83"
+uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
+version = "0.7.1"
+
+[[deps.ColorTypes]]
+deps = ["FixedPointNumbers", "Random"]
+git-tree-sha1 = "eb7f0f8307f71fac7c606984ea5fb2817275d6e4"
+uuid = "3da002f7-5984-5a60-b8a6-cbb66c0b333f"
+version = "0.11.4"
+
+[[deps.Compat]]
+deps = ["UUIDs"]
+git-tree-sha1 = "7a60c856b9fa189eb34f5f8a6f6b5529b7942957"
+uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
+version = "4.6.1"
+weakdeps = ["Dates", "LinearAlgebra"]
+
+    [deps.Compat.extensions]
+    CompatLinearAlgebraExt = "LinearAlgebra"
+
+[[deps.CompilerSupportLibraries_jll]]
+deps = ["Artifacts", "Libdl"]
+uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
+version = "1.0.2+0"
+
+[[deps.ConcurrentUtilities]]
+deps = ["Serialization", "Sockets"]
+git-tree-sha1 = "96d823b94ba8d187a6d8f0826e731195a74b90e9"
+uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb"
+version = "2.2.0"
+
+[[deps.Configurations]]
+deps = ["ExproniconLite", "OrderedCollections", "TOML"]
+git-tree-sha1 = "62a7c76dbad02fdfdaa53608104edf760938c4ca"
+uuid = "5218b696-f38b-4ac9-8b61-a12ec717816d"
+version = "0.17.4"
+
+[[deps.DataAPI]]
+git-tree-sha1 = "8da84edb865b0b5b0100c0666a9bc9a0b71c553c"
+uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
+version = "1.15.0"
+
+[[deps.DataStructures]]
+deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
+git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
+uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
+version = "0.18.13"
+
+[[deps.DataValueInterfaces]]
+git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
+uuid = "e2d170a0-9d28-54be-80f0-106bbe20a464"
+version = "1.0.0"
+
 [[deps.Dates]]
 deps = ["Printf"]
 uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"
 
+[[deps.Deno_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "cd6756e833c377e0ce9cd63fb97689a255f12323"
+uuid = "04572ae6-984a-583e-9378-9577a1c2574d"
+version = "1.33.4+0"
+
+[[deps.Distributed]]
+deps = ["Random", "Serialization", "Sockets"]
+uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
+
+[[deps.Distributions]]
+deps = ["FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"]
+git-tree-sha1 = "c72970914c8a21b36bbc244e9df0ed1834a0360b"
+uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
+version = "0.25.95"
+
+    [deps.Distributions.extensions]
+    DistributionsChainRulesCoreExt = "ChainRulesCore"
+    DistributionsDensityInterfaceExt = "DensityInterface"
+
+    [deps.Distributions.weakdeps]
+    ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
+    DensityInterface = "b429d917-457f-4dbc-8f4c-0cc954292b1d"
+
 [[deps.DocStringExtensions]]
 deps = ["LibGit2"]
-git-tree-sha1 = "b19534d1895d702889b219c382a6e18010797f0b"
+git-tree-sha1 = "2fb1e02f2b635d0845df5d7c167fec4dd739b00d"
 uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae"
-version = "0.8.6"
+version = "0.9.3"
 
 [[deps.Documenter]]
 deps = ["ANSIColoredPrinters", "Base64", "Dates", "DocStringExtensions", "IOCapture", "InteractiveUtils", "JSON", "LibGit2", "Logging", "Markdown", "REPL", "Test", "Unicode"]
-git-tree-sha1 = "cd0eb78e9b4202891ac61e74ca84402d01bafeba"
+git-tree-sha1 = "58fea7c536acd71f3eef6be3b21c0df5f3df88fd"
 uuid = "e30172f5-a6a5-5a46-863b-614d45cd2de4"
-version = "0.27.14"
+version = "0.27.24"
+
+[[deps.Downloads]]
+deps = ["ArgTools", "FileWatching", "LibCURL", "NetworkOptions"]
+uuid = "f43a241f-c20a-4ad4-852c-f6b1247861c6"
+version = "1.6.0"
+
+[[deps.DualNumbers]]
+deps = ["Calculus", "NaNMath", "SpecialFunctions"]
+git-tree-sha1 = "5837a837389fccf076445fce071c8ddaea35a566"
+uuid = "fa6b7ba4-c1ee-5f82-b5fc-ecf0adba8f74"
+version = "0.6.8"
+
+[[deps.Expat_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "bad72f730e9e91c08d9427d5e8db95478a3c323d"
+uuid = "2e619515-83b5-522b-bb60-26c02a35a201"
+version = "2.4.8+0"
+
+[[deps.ExproniconLite]]
+deps = ["Pkg", "TOML"]
+git-tree-sha1 = "c2eb763acf6e13e75595e0737a07a0bec0ce2147"
+uuid = "55351af7-c7e9-48d6-89ff-24e801d99491"
+version = "0.7.11"
+
+[[deps.FileWatching]]
+uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee"
+
+[[deps.FillArrays]]
+deps = ["LinearAlgebra", "Random", "SparseArrays", "Statistics"]
+git-tree-sha1 = "589d3d3bff204bdd80ecc53293896b4f39175723"
+uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
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+
+[[deps.FixedPointNumbers]]
+deps = ["Statistics"]
+git-tree-sha1 = "335bfdceacc84c5cdf16aadc768aa5ddfc5383cc"
+uuid = "53c48c17-4a7d-5ca2-90c5-79b7896eea93"
+version = "0.8.4"
+
+[[deps.FromFile]]
+deps = ["Downloads", "Requires"]
+git-tree-sha1 = "5df4ca248bed8c35164d6a7ae006073bbf8289ff"
+uuid = "ff7dd447-1dcb-4ce3-b8ac-22a812192de7"
+version = "0.1.5"
+
+[[deps.FuzzyCompletions]]
+deps = ["REPL"]
+git-tree-sha1 = "e16dd964b4dfaebcded16b2af32f05e235b354be"
+uuid = "fb4132e2-a121-4a70-b8a1-d5b831dcdcc2"
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+
+[[deps.Git]]
+deps = ["Git_jll"]
+git-tree-sha1 = "51764e6c2e84c37055e846c516e9015b4a291c7d"
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+
+[[deps.GitHubActions]]
+deps = ["JSON", "Logging"]
+git-tree-sha1 = "56e01ec63d13e1cf015d9ff586156eae3cc7cd6f"
+uuid = "6b79fd1a-b13a-48ab-b6b0-aaee1fee41df"
+version = "0.1.4"
+
+[[deps.Git_jll]]
+deps = ["Artifacts", "Expat_jll", "JLLWrappers", "LibCURL_jll", "Libdl", "Libiconv_jll", "OpenSSL_jll", "PCRE2_jll", "Zlib_jll"]
+git-tree-sha1 = "d8be4aab0f4e043cc40984e9097417307cce4c03"
+uuid = "f8c6e375-362e-5223-8a59-34ff63f689eb"
+version = "2.36.1+2"
+
+[[deps.Glob]]
+git-tree-sha1 = "97285bbd5230dd766e9ef6749b80fc617126d496"
+uuid = "c27321d9-0574-5035-807b-f59d2c89b15c"
+version = "1.3.1"
+
+[[deps.HTTP]]
+deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
+git-tree-sha1 = "5e77dbf117412d4f164a464d610ee6050cc75272"
+uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
+version = "1.9.6"
+
+[[deps.HypergeometricFunctions]]
+deps = ["DualNumbers", "LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
+git-tree-sha1 = "0ec02c648befc2f94156eaef13b0f38106212f3f"
+uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
+version = "0.3.17"
+
+[[deps.Hyperscript]]
+deps = ["Test"]
+git-tree-sha1 = "8d511d5b81240fc8e6802386302675bdf47737b9"
+uuid = "47d2ed2b-36de-50cf-bf87-49c2cf4b8b91"
+version = "0.0.4"
+
+[[deps.HypertextLiteral]]
+deps = ["Tricks"]
+git-tree-sha1 = "c47c5fa4c5308f27ccaac35504858d8914e102f9"
+uuid = "ac1192a8-f4b3-4bfe-ba22-af5b92cd3ab2"
+version = "0.9.4"
 
 [[deps.IOCapture]]
 deps = ["Logging", "Random"]
-git-tree-sha1 = "f7be53659ab06ddc986428d3a9dcc95f6fa6705a"
+git-tree-sha1 = "d75853a0bdbfb1ac815478bacd89cd27b550ace6"
 uuid = "b5f81e59-6552-4d32-b1f0-c071b021bf89"
-version = "0.2.2"
+version = "0.2.3"
 
 [[deps.InteractiveUtils]]
 deps = ["Markdown"]
@@ -42,39 +254,255 @@ path = ".."
 uuid = "f16ed5a4-c5bd-47e9-8f9b-55da3edf7325"
 version = "0.1.0"
 
+[[deps.IrrationalConstants]]
+git-tree-sha1 = "630b497eafcc20001bba38a4651b327dcfc491d2"
+uuid = "92d709cd-6900-40b7-9082-c6be49f344b6"
+version = "0.2.2"
+
+[[deps.IteratorInterfaceExtensions]]
+git-tree-sha1 = "a3f24677c21f5bbe9d2a714f95dcd58337fb2856"
+uuid = "82899510-4779-5014-852e-03e436cf321d"
+version = "1.0.0"
+
+[[deps.JLLWrappers]]
+deps = ["Preferences"]
+git-tree-sha1 = "abc9885a7ca2052a736a600f7fa66209f96506e1"
+uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210"
+version = "1.4.1"
+
 [[deps.JSON]]
 deps = ["Dates", "Mmap", "Parsers", "Unicode"]
-git-tree-sha1 = "3c837543ddb02250ef42f4738347454f95079d4e"
+git-tree-sha1 = "31e996f0a15c7b280ba9f76636b3ff9e2ae58c9a"
 uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
-version = "0.21.3"
+version = "0.21.4"
+
+[[deps.LazilyInitializedFields]]
+git-tree-sha1 = "410fe4739a4b092f2ffe36fcb0dcc3ab12648ce1"
+uuid = "0e77f7df-68c5-4e49-93ce-4cd80f5598bf"
+version = "1.2.1"
+
+[[deps.LeftChildRightSiblingTrees]]
+deps = ["AbstractTrees"]
+git-tree-sha1 = "fb6803dafae4a5d62ea5cab204b1e657d9737e7f"
+uuid = "1d6d02ad-be62-4b6b-8a6d-2f90e265016e"
+version = "0.2.0"
+
+[[deps.LibCURL]]
+deps = ["LibCURL_jll", "MozillaCACerts_jll"]
+uuid = "b27032c2-a3e7-50c8-80cd-2d36dbcbfd21"
+version = "0.6.3"
+
+[[deps.LibCURL_jll]]
+deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll", "Zlib_jll", "nghttp2_jll"]
+uuid = "deac9b47-8bc7-5906-a0fe-35ac56dc84c0"
+version = "7.84.0+0"
 
 [[deps.LibGit2]]
 deps = ["Base64", "NetworkOptions", "Printf", "SHA"]
 uuid = "76f85450-5226-5b5a-8eaa-529ad045b433"
 
+[[deps.LibSSH2_jll]]
+deps = ["Artifacts", "Libdl", "MbedTLS_jll"]
+uuid = "29816b5a-b9ab-546f-933c-edad1886dfa8"
+version = "1.10.2+0"
+
+[[deps.Libdl]]
+uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb"
+
+[[deps.Libiconv_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "c7cb1f5d892775ba13767a87c7ada0b980ea0a71"
+uuid = "94ce4f54-9a6c-5748-9c1c-f9c7231a4531"
+version = "1.16.1+2"
+
+[[deps.LinearAlgebra]]
+deps = ["Libdl", "OpenBLAS_jll", "libblastrampoline_jll"]
+uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
+
+[[deps.LogExpFunctions]]
+deps = ["DocStringExtensions", "IrrationalConstants", "LinearAlgebra"]
+git-tree-sha1 = "c3ce8e7420b3a6e071e0fe4745f5d4300e37b13f"
+uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
+version = "0.3.24"
+
+    [deps.LogExpFunctions.extensions]
+    LogExpFunctionsChainRulesCoreExt = "ChainRulesCore"
+    LogExpFunctionsChangesOfVariablesExt = "ChangesOfVariables"
+    LogExpFunctionsInverseFunctionsExt = "InverseFunctions"
+
+    [deps.LogExpFunctions.weakdeps]
+    ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
+    ChangesOfVariables = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
+    InverseFunctions = "3587e190-3f89-42d0-90ee-14403ec27112"
+
 [[deps.Logging]]
 uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
 
+[[deps.LoggingExtras]]
+deps = ["Dates", "Logging"]
+git-tree-sha1 = "cedb76b37bc5a6c702ade66be44f831fa23c681e"
+uuid = "e6f89c97-d47a-5376-807f-9c37f3926c36"
+version = "1.0.0"
+
+[[deps.MIMEs]]
+git-tree-sha1 = "65f28ad4b594aebe22157d6fac869786a255b7eb"
+uuid = "6c6e2e6c-3030-632d-7369-2d6c69616d65"
+version = "0.1.4"
+
 [[deps.Markdown]]
 deps = ["Base64"]
 uuid = "d6f4376e-aef5-505a-96c1-9c027394607a"
 
+[[deps.MbedTLS]]
+deps = ["Dates", "MbedTLS_jll", "MozillaCACerts_jll", "Random", "Sockets"]
+git-tree-sha1 = "03a9b9718f5682ecb107ac9f7308991db4ce395b"
+uuid = "739be429-bea8-5141-9913-cc70e7f3736d"
+version = "1.1.7"
+
+[[deps.MbedTLS_jll]]
+deps = ["Artifacts", "Libdl"]
+uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1"
+version = "2.28.2+0"
+
+[[deps.Missings]]
+deps = ["DataAPI"]
+git-tree-sha1 = "f66bdc5de519e8f8ae43bdc598782d35a25b1272"
+uuid = "e1d29d7a-bbdc-5cf2-9ac0-f12de2c33e28"
+version = "1.1.0"
+
 [[deps.Mmap]]
 uuid = "a63ad114-7e13-5084-954f-fe012c677804"
 
+[[deps.MozillaCACerts_jll]]
+uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
+version = "2022.10.11"
+
+[[deps.MsgPack]]
+deps = ["Serialization"]
+git-tree-sha1 = "fc8c15ca848b902015bd4a745d350f02cf791c2a"
+uuid = "99f44e22-a591-53d1-9472-aa23ef4bd671"
+version = "1.2.0"
+
+[[deps.NaNMath]]
+deps = ["OpenLibm_jll"]
+git-tree-sha1 = "0877504529a3e5c3343c6f8b4c0381e57e4387e4"
+uuid = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3"
+version = "1.0.2"
+
 [[deps.NetworkOptions]]
 uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908"
+version = "1.2.0"
+
+[[deps.OpenBLAS_jll]]
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "Libdl"]
+uuid = "4536629a-c528-5b80-bd46-f80d51c5b363"
+version = "0.3.21+4"
+
+[[deps.OpenLibm_jll]]
+deps = ["Artifacts", "Libdl"]
+uuid = "05823500-19ac-5b8b-9628-191a04bc5112"
+version = "0.8.1+0"
+
+[[deps.OpenSSL]]
+deps = ["BitFlags", "Dates", "MozillaCACerts_jll", "OpenSSL_jll", "Sockets"]
+git-tree-sha1 = "51901a49222b09e3743c65b8847687ae5fc78eb2"
+uuid = "4d8831e6-92b7-49fb-bdf8-b643e874388c"
+version = "1.4.1"
+
+[[deps.OpenSSL_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "1aa4b74f80b01c6bc2b89992b861b5f210e665b5"
+uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
+version = "1.1.21+0"
+
+[[deps.OpenSpecFun_jll]]
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "13652491f6856acfd2db29360e1bbcd4565d04f1"
+uuid = "efe28fd5-8261-553b-a9e1-b2916fc3738e"
+version = "0.5.5+0"
+
+[[deps.OrderedCollections]]
+git-tree-sha1 = "d321bf2de576bf25ec4d3e4360faca399afca282"
+uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
+version = "1.6.0"
+
+[[deps.PCRE2_jll]]
+deps = ["Artifacts", "Libdl"]
+uuid = "efcefdf7-47ab-520b-bdef-62a2eaa19f15"
+version = "10.42.0+0"
+
+[[deps.PDMats]]
+deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"]
+git-tree-sha1 = "67eae2738d63117a196f497d7db789821bce61d1"
+uuid = "90014a1f-27ba-587c-ab20-58faa44d9150"
+version = "0.11.17"
 
 [[deps.Parsers]]
-deps = ["Dates"]
-git-tree-sha1 = "85b5da0fa43588c75bb1ff986493443f821c70b7"
+deps = ["Dates", "PrecompileTools", "UUIDs"]
+git-tree-sha1 = "5a6ab2f64388fd1175effdf73fe5933ef1e0bac0"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.2.3"
+version = "2.7.0"
+
+[[deps.Pkg]]
+deps = ["Artifacts", "Dates", "Downloads", "FileWatching", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
+uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f"
+version = "1.9.0"
+
+[[deps.Pluto]]
+deps = ["Base64", "Configurations", "Dates", "Distributed", "FileWatching", "FuzzyCompletions", "HTTP", "HypertextLiteral", "InteractiveUtils", "Logging", "LoggingExtras", "MIMEs", "Markdown", "MsgPack", "Pkg", "PrecompileSignatures", "PrecompileTools", "REPL", "RegistryInstances", "RelocatableFolders", "Sockets", "TOML", "Tables", "URIs", "UUIDs"]
+git-tree-sha1 = "c4c4dac5c1332ab510e145eea59382847c51a6fb"
+uuid = "c3e4b0f8-55cb-11ea-2926-15256bba5781"
+version = "0.19.26"
+
+[[deps.PlutoSliderServer]]
+deps = ["AbstractPlutoDingetjes", "Base64", "BetterFileWatching", "Configurations", "Distributed", "Distributions", "FromFile", "Git", "GitHubActions", "Glob", "HTTP", "JSON", "Logging", "Markdown", "OrderedCollections", "Pkg", "Pluto", "Random", "SHA", "Sockets", "Statistics", "TOML", "TerminalLoggers", "UUIDs"]
+git-tree-sha1 = "aa63b32af7e564c16ea6426213cf6bf74ab36bf1"
+repo-rev = "static-export-1"
+repo-url = "https://github.com/JuliaPluto/PlutoSliderServer.jl.git"
+uuid = "2fc8631c-6f24-4c5b-bca7-cbb509c42db4"
+version = "0.3.25"
+
+[[deps.PlutoUI]]
+deps = ["AbstractPlutoDingetjes", "Base64", "ColorTypes", "Dates", "FixedPointNumbers", "Hyperscript", "HypertextLiteral", "IOCapture", "InteractiveUtils", "JSON", "Logging", "MIMEs", "Markdown", "Random", "Reexport", "URIs", "UUIDs"]
+git-tree-sha1 = "436c0db5ba99a01452f52a0ab0fd8ad6664d5470"
+repo-rev = "ms_nonlazy"
+repo-url = "https://github.com/sethaxen/PlutoUI.jl"
+uuid = "7f904dfe-b85e-4ff6-b463-dae2292396a8"
+version = "0.7.51"
+
+[[deps.PrecompileSignatures]]
+git-tree-sha1 = "18ef344185f25ee9d51d80e179f8dad33dc48eb1"
+uuid = "91cefc8d-f054-46dc-8f8c-26e11d7c5411"
+version = "3.0.3"
+
+[[deps.PrecompileTools]]
+deps = ["Preferences"]
+git-tree-sha1 = "9673d39decc5feece56ef3940e5dafba15ba0f81"
+uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a"
+version = "1.1.2"
+
+[[deps.Preferences]]
+deps = ["TOML"]
+git-tree-sha1 = "7eb1686b4f04b82f96ed7a4ea5890a4f0c7a09f1"
+uuid = "21216c6a-2e73-6563-6e65-726566657250"
+version = "1.4.0"
 
 [[deps.Printf]]
 deps = ["Unicode"]
 uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7"
 
+[[deps.ProgressLogging]]
+deps = ["Logging", "SHA", "UUIDs"]
+git-tree-sha1 = "80d919dee55b9c50e8d9e2da5eeafff3fe58b539"
+uuid = "33c8b6b6-d38a-422a-b730-caa89a2f386c"
+version = "0.1.4"
+
+[[deps.QuadGK]]
+deps = ["DataStructures", "LinearAlgebra"]
+git-tree-sha1 = "6ec7ac8412e83d57e313393220879ede1740f9ee"
+uuid = "1fd47b50-473d-5c70-9696-f719f8f3bcdc"
+version = "2.8.2"
+
 [[deps.REPL]]
 deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"]
 uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb"
@@ -83,18 +511,195 @@ uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb"
 deps = ["SHA", "Serialization"]
 uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
 
+[[deps.Reexport]]
+git-tree-sha1 = "45e428421666073eab6f2da5c9d310d99bb12f9b"
+uuid = "189a3867-3050-52da-a836-e630ba90ab69"
+version = "1.2.2"
+
+[[deps.RegistryInstances]]
+deps = ["LazilyInitializedFields", "Pkg", "TOML", "Tar"]
+git-tree-sha1 = "ffd19052caf598b8653b99404058fce14828be51"
+uuid = "2792f1a3-b283-48e8-9a74-f99dce5104f3"
+version = "0.1.0"
+
+[[deps.RelocatableFolders]]
+deps = ["SHA", "Scratch"]
+git-tree-sha1 = "90bc7a7c96410424509e4263e277e43250c05691"
+uuid = "05181044-ff0b-4ac5-8273-598c1e38db00"
+version = "1.0.0"
+
+[[deps.Requires]]
+deps = ["UUIDs"]
+git-tree-sha1 = "838a3a4188e2ded87a4f9f184b4b0d78a1e91cb7"
+uuid = "ae029012-a4dd-5104-9daa-d747884805df"
+version = "1.3.0"
+
+[[deps.Rmath]]
+deps = ["Random", "Rmath_jll"]
+git-tree-sha1 = "f65dcb5fa46aee0cf9ed6274ccbd597adc49aa7b"
+uuid = "79098fc4-a85e-5d69-aa6a-4863f24498fa"
+version = "0.7.1"
+
+[[deps.Rmath_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "6ed52fdd3382cf21947b15e8870ac0ddbff736da"
+uuid = "f50d1b31-88e8-58de-be2c-1cc44531875f"
+version = "0.4.0+0"
+
 [[deps.SHA]]
 uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
+version = "0.7.0"
+
+[[deps.Scratch]]
+deps = ["Dates"]
+git-tree-sha1 = "30449ee12237627992a99d5e30ae63e4d78cd24a"
+uuid = "6c6a2e73-6563-6170-7368-637461726353"
+version = "1.2.0"
 
 [[deps.Serialization]]
 uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
 
+[[deps.SimpleBufferStream]]
+git-tree-sha1 = "874e8867b33a00e784c8a7e4b60afe9e037b74e1"
+uuid = "777ac1f9-54b0-4bf8-805c-2214025038e7"
+version = "1.1.0"
+
 [[deps.Sockets]]
 uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
 
+[[deps.SortingAlgorithms]]
+deps = ["DataStructures"]
+git-tree-sha1 = "a4ada03f999bd01b3a25dcaa30b2d929fe537e00"
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+version = "1.1.0"
+
+[[deps.SparseArrays]]
+deps = ["Libdl", "LinearAlgebra", "Random", "Serialization", "SuiteSparse_jll"]
+uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
+
+[[deps.SpecialFunctions]]
+deps = ["IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
+git-tree-sha1 = "ef28127915f4229c971eb43f3fc075dd3fe91880"
+uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
+version = "2.2.0"
+
+    [deps.SpecialFunctions.extensions]
+    SpecialFunctionsChainRulesCoreExt = "ChainRulesCore"
+
+    [deps.SpecialFunctions.weakdeps]
+    ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
+
+[[deps.Statistics]]
+deps = ["LinearAlgebra", "SparseArrays"]
+uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
+version = "1.9.0"
+
+[[deps.StatsAPI]]
+deps = ["LinearAlgebra"]
+git-tree-sha1 = "45a7769a04a3cf80da1c1c7c60caf932e6f4c9f7"
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+version = "1.6.0"
+
+[[deps.StatsBase]]
+deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
+git-tree-sha1 = "75ebe04c5bed70b91614d684259b661c9e6274a4"
+uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
+version = "0.34.0"
+
+[[deps.StatsFuns]]
+deps = ["HypergeometricFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"]
+git-tree-sha1 = "f625d686d5a88bcd2b15cd81f18f98186fdc0c9a"
+uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c"
+version = "1.3.0"
+
+    [deps.StatsFuns.extensions]
+    StatsFunsChainRulesCoreExt = "ChainRulesCore"
+    StatsFunsInverseFunctionsExt = "InverseFunctions"
+
+    [deps.StatsFuns.weakdeps]
+    ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
+    InverseFunctions = "3587e190-3f89-42d0-90ee-14403ec27112"
+
+[[deps.SuiteSparse]]
+deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
+uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"
+
+[[deps.SuiteSparse_jll]]
+deps = ["Artifacts", "Libdl", "Pkg", "libblastrampoline_jll"]
+uuid = "bea87d4a-7f5b-5778-9afe-8cc45184846c"
+version = "5.10.1+6"
+
+[[deps.TOML]]
+deps = ["Dates"]
+uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76"
+version = "1.0.3"
+
+[[deps.TableTraits]]
+deps = ["IteratorInterfaceExtensions"]
+git-tree-sha1 = "c06b2f539df1c6efa794486abfb6ed2022561a39"
+uuid = "3783bdb8-4a98-5b6b-af9a-565f29a5fe9c"
+version = "1.0.1"
+
+[[deps.Tables]]
+deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "OrderedCollections", "TableTraits", "Test"]
+git-tree-sha1 = "1544b926975372da01227b382066ab70e574a3ec"
+uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
+version = "1.10.1"
+
+[[deps.Tar]]
+deps = ["ArgTools", "SHA"]
+uuid = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e"
+version = "1.10.0"
+
+[[deps.TerminalLoggers]]
+deps = ["LeftChildRightSiblingTrees", "Logging", "Markdown", "Printf", "ProgressLogging", "UUIDs"]
+git-tree-sha1 = "f133fab380933d042f6796eda4e130272ba520ca"
+uuid = "5d786b92-1e48-4d6f-9151-6b4477ca9bed"
+version = "0.1.7"
+
 [[deps.Test]]
 deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
 uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
+[[deps.TranscodingStreams]]
+deps = ["Random", "Test"]
+git-tree-sha1 = "9a6ae7ed916312b41236fcef7e0af564ef934769"
+uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
+version = "0.9.13"
+
+[[deps.Tricks]]
+git-tree-sha1 = "aadb748be58b492045b4f56166b5188aa63ce549"
+uuid = "410a4b4d-49e4-4fbc-ab6d-cb71b17b3775"
+version = "0.1.7"
+
+[[deps.URIs]]
+git-tree-sha1 = "074f993b0ca030848b897beff716d93aca60f06a"
+uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
+version = "1.4.2"
+
+[[deps.UUIDs]]
+deps = ["Random", "SHA"]
+uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"
+
 [[deps.Unicode]]
 uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5"
+
+[[deps.Zlib_jll]]
+deps = ["Libdl"]
+uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
+version = "1.2.13+0"
+
+[[deps.libblastrampoline_jll]]
+deps = ["Artifacts", "Libdl"]
+uuid = "8e850b90-86db-534c-a0d3-1478176c7d93"
+version = "5.8.0+0"
+
+[[deps.nghttp2_jll]]
+deps = ["Artifacts", "Libdl"]
+uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"
+version = "1.48.0+0"
+
+[[deps.p7zip_jll]]
+deps = ["Artifacts", "Libdl"]
+uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
+version = "17.4.0+0"
diff --git a/docs/Project.toml b/docs/Project.toml
index 25ff5748..508e622a 100644
--- a/docs/Project.toml
+++ b/docs/Project.toml
@@ -2,6 +2,8 @@
 Documenter = "e30172f5-a6a5-5a46-863b-614d45cd2de4"
 IntroML = "f16ed5a4-c5bd-47e9-8f9b-55da3edf7325"
 Pluto = "c3e4b0f8-55cb-11ea-2926-15256bba5781"
+PlutoSliderServer = "2fc8631c-6f24-4c5b-bca7-cbb509c42db4"
+PlutoUI = "7f904dfe-b85e-4ff6-b463-dae2292396a8"
 
 [compat]
-Pluto = "0.18.4"
+Pluto = "0.19"
diff --git a/docs/make.jl b/docs/make.jl
index 91ac9c26..16e70fff 100644
--- a/docs/make.jl
+++ b/docs/make.jl
@@ -1,24 +1,30 @@
 using IntroML
 using Documenter
-using Pluto
+using PlutoSliderServer
 
 const DOCS_PATH = @__DIR__
 const SRC_PATH = joinpath(DOCS_PATH, "src")
 const NB_PATH = joinpath(dirname(DOCS_PATH), "notebooks")
 
-function build_notebook(nbpath, htmlpath)
+function build_notebook(nbpath, outpath)
+    htmlpath = joinpath(outpath, first(splitext(nbpath)) * ".html")
     @info "Building notebook at $nbpath to HTML file at $htmlpath"
-    s = Pluto.ServerSession()
-    nb = Pluto.SessionActions.open(s, nbpath; run_async=false)
-    write(htmlpath, Pluto.generate_html(nb))
+    PlutoSliderServer.export_notebook(
+        nbpath;
+        Export_output_dir=outpath,
+        Precompute_enabled=true,
+        Precompute_max_filesize_per_group=1e9,
+        Export_create_index=false,
+    )
+    isfile(htmlpath) ||
+        @warn "Failed to build notebook at $nbpath to HTML file at $htmlpath"
     return htmlpath
 end
 
 # build Pluto notebooks
 for fn in readdir(NB_PATH)
     nbpath = joinpath(NB_PATH, fn)
-    htmlpath = joinpath(SRC_PATH, first(splitext(fn)) * ".html")
-    build_notebook(nbpath, htmlpath)
+    build_notebook(nbpath, SRC_PATH)
 end
 
 DocMeta.setdocmeta!(IntroML, :DocTestSetup, :(using IntroML); recursive=true)

From 55bbb6c412d6b8f7616761d0a7616aca0611dac6 Mon Sep 17 00:00:00 2001
From: Seth Axen <seth@sethaxen.com>
Date: Wed, 14 Jun 2023 10:46:39 +0200
Subject: [PATCH 04/19] Ignore PlutoSliderServer prebuild files

---
 .gitignore | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/.gitignore b/.gitignore
index ae4eaa94..0920d75d 100644
--- a/.gitignore
+++ b/.gitignore
@@ -3,4 +3,8 @@
 *.jl.mem
 /Manifest.toml
 /docs/build/
+
+# PlutoSliderServer outputs
 /docs/src/*.html
+/docs/src/staterequest
+/docs/src/bondconnections

From af2a4e233379c70433b2740bbbb4fb9b2c832d9d Mon Sep 17 00:00:00 2001
From: Seth Axen <seth@sethaxen.com>
Date: Wed, 14 Jun 2023 10:47:02 +0200
Subject: [PATCH 05/19] Separate bind elements to different cells

---
 notebooks/supervised_learning.jl | 110 ++++++++++++++++++-------------
 1 file changed, 66 insertions(+), 44 deletions(-)

diff --git a/notebooks/supervised_learning.jl b/notebooks/supervised_learning.jl
index d92c5476..83b72614 100644
--- a/notebooks/supervised_learning.jl
+++ b/notebooks/supervised_learning.jl
@@ -36,7 +36,7 @@ end
 md"""
 # Supervised learning: One step at a time
 
-This notebook was created for the ML ⇌ Science  Colaboratory's workshop [Introduction to Machine Learning](https://mlcolab.org/intro-ml). 
+This notebook was created for the ML ⇌ Science  Colaboratory's workshop [Introduction to Machine Learning](https://mlcolab.org/intro-ml).
 
 We here focus on [supervised learning](https://en.wikipedia.org/wiki/Supervised_learning).
 As we progress from a simple linear regression to a first example of a neural network, we introduce the basic concepts needed to understand machine learning.
@@ -221,7 +221,7 @@ Let's look at this vocabulary of functions:
 
 # ╔═╡ d4c08329-baa4-438a-9555-ee0ea5443e44
 let
-	funs = vcat(one, reduce(vcat, [[x -> cospi(2j * x), x -> sinpi(2j * x)] for j in 1:4]))
+    funs = vcat(one, reduce(vcat, [[x -> cospi(2j * x), x -> sinpi(2j * x)] for j in 1:4]))
     plots = map(funs) do gj
         lex = latexify(gj(Symbolics.Sym{Real}(:x)); env=:raw)
         plot(gj, 0, 1; color=:orange, xlabel=L"x", ylabel=L"%$lex", label="")
@@ -338,7 +338,7 @@ html"""
 		border-color: #dba058;
 	    background: #f7d698;
 	}
-	
+
 	pluto-output div.admonition.model .admonition-title {
 		background: #dba058;
 	}
@@ -349,7 +349,7 @@ html"""
 		border-color: #d7ae61;
 	    background: #7d541f;
 	}
-	
+
 	pluto-output div.admonition.model .admonition-title {
 		background: #d7ae61;
 	}
@@ -379,10 +379,10 @@ In mathematical terminology, we seek to find a function ``y=\hat{f}(x)``.
 In ML we call this function a $(important("model")), and our goal in ML is to devise ways to learn models automatically from the data -- or $(important("learning algorithms")).
 Let's explore how to build ML algorithms together!
 
-!!! note 
+!!! note
     No plants were harmed to generate dataset ``\mathcal{D}``.
     Instead of measuring water amounts and plant heights, we generated ``10`` ``x_i`` values at regular intervals and used a function ``f`` (that we keep secret from you) to generate each ``y_i``:
-    ```math 
+    ```math
     y_i = f(x_i) + \mathrm{noise}.
     ```
     These "invented" outputs ``f(x_i)`` also received some noise to reflect measurement errors.
@@ -441,7 +441,7 @@ Conversely, we say that a model $(important("overfits")) the training data if it
 
 To check this for our models, we hold out a $(important("validation set")) ``(x_\mathrm{val}, y_\mathrm{val})``, data similar to ``(x, y)`` that we only use to validate our model.
 
-Often for validation, we use a different error function than for training. 
+Often for validation, we use a different error function than for training.
 Here, we use the $(important("root-mean-squared error")):
 ```math
 E_\mathrm{RMS}(w) = \sqrt{\frac{2E(w)}{n}}
@@ -492,7 +492,7 @@ For our linear regression model, with 2 degrees of freedom, we can visualize dra
 # ╔═╡ b0773555-44ac-4b06-a410-d25ee1f42399
 md"""
 Interestingly, our overparametrized model has quite a wide ensemble, since many possible curves are able to almost pass through our training data.
-Similarly, our underparametrized models likewise have a wider ensemble, as many linear fits have similar errors, while for ``n=3``, the ensemble is quite tight. 
+Similarly, our underparametrized models likewise have a wider ensemble, as many linear fits have similar errors, while for ``n=3``, the ensemble is quite tight.
 
 Bayesian models are very useful for certain problems and have distinct advantages and disadvantages.
 
@@ -584,7 +584,7 @@ While we could use the same sum-of-squares loss on this function, it turns out t
 E(w) = -\sum_{i=1}^k c_i \log \hat{f}(x_i; w) + (1 - c_i) \log (1 - \hat{f}(x_i; w))
 ````
 
-This model with this choice of loss is called [$(important("logistic regression"))](https://en.wikipedia.org/wiki/Logistic_regression). 
+This model with this choice of loss is called [$(important("logistic regression"))](https://en.wikipedia.org/wiki/Logistic_regression).
 
 Below we show the results of fitting an order ``n=33`` polynomial with logistic function output to the binary labels.
 """
@@ -648,30 +648,8 @@ md"""
 This section contains UI elements and variables they are bound to.
 """
 
-# ╔═╡ 2cc52188-b262-4f65-b042-ad94d90523d8
-begin
-    w0_input = @bind w0 Scrubbable(-3:0.1:3; default=0.3, format="0.2f")
-    w1_input = @bind w1 Scrubbable(-3:0.1:3; default=-3, format="0.2f")
-    g_input = @bind g MultiSelect(
-        [
-            one => "1",
-            identity => "x",
-            (x -> x^2) => "x²",
-            sin => "sin(x)",
-            cos => "cos(x)",
-            tan => "tan(x)",
-            exp => "exp(x)",
-        ];
-        size=5,
-        default=Function[one],
-    )
-    max_order_input = @bind max_order Scrubbable(0:20; default=0)
-    show_contour_input = @bind show_contour CheckBox(; default=false)
-    λ_input = @bind λ Scrubbable(exp10.([-Inf; -15:1:0]); default=0, format=".1g")
-    thresh_input = @bind thresh Scrubbable(-4:0.1:4; default=0)
-    nhidden1_input = @bind nhidden1 Scrubbable(0:10; default=0)
-    nhidden2_input = @bind nhidden2 Scrubbable(0:10; default=0)
-end;
+# ╔═╡ 879e4355-d4f0-492c-9ac2-7359c794a9fd
+w0_input = @bind w0 Scrubbable(-3:0.1:3; default=0.3, format="0.2f");
 
 # ╔═╡ cd49e0a5-4120-481a-965e-72e7bdaf867c
 md"""
@@ -717,6 +695,9 @@ Now drag the value of ``w_0`` until you've minimized the error shown at the top
 ``w_0 = `` $w0_input
 """
 
+# ╔═╡ b8ff692c-2ccb-455c-87c2-590177def1b4
+w1_input = @bind w1 Scrubbable(-3:0.1:3; default=-3, format="0.2f");
+
 # ╔═╡ ae5d8669-f4c4-4b55-9af9-8488e43bcb6c
 md"""
 ### A line with slope
@@ -751,16 +732,20 @@ So we can equivalently plot the combination of weights on a 2D grid with a reado
 ``w^\top = (`` $w0_input ``, `` $w1_input ``)``
 """
 
-# ╔═╡ 2eb005a3-f5b2-4216-b56f-e25157b8c33c
-md"""
-Let's overlay the computer-generated trajectory on our manual one.
-
-!!! question
-	Can you tell what strategy the computer is using to minimize the error?
-	What about if you show the contours of the error function?
-
-Show error: $show_contour_input
-"""
+# ╔═╡ e06d0925-585f-42e9-9dea-49044625d3d8
+g_input = @bind g MultiSelect(
+    [
+        one => "1",
+        identity => "x",
+        (x -> x^2) => "x²",
+        sin => "sin(x)",
+        cos => "cos(x)",
+        tan => "tan(x)",
+        exp => "exp(x)",
+    ];
+    size=5,
+    default=Function[one],
+);
 
 # ╔═╡ 74290eff-781b-44c9-8a90-96bffbe040df
 md"""
@@ -803,6 +788,9 @@ let
     plot(plots...; link=:both)
 end
 
+# ╔═╡ aa8c6266-0338-44a9-b14b-088f98b04db3
+max_order_input = @bind max_order Scrubbable(0:20; default=0);
+
 # ╔═╡ ca1f0910-d417-41bc-ae2d-eebec7f3e1e9
 md"""
 ### Systematically scaling the model by adding terms
@@ -834,12 +822,35 @@ md"``n = `` $max_order_input"
 # ╔═╡ efb34c1a-5505-49f1-aa7f-24f6fd1fc01d
 md"``n = `` $max_order_input"
 
+# ╔═╡ c6218e7c-1999-4e90-8868-a81717837fb2
+show_contour_input = @bind show_contour CheckBox(; default=false);
+
+# ╔═╡ 2eb005a3-f5b2-4216-b56f-e25157b8c33c
+md"""
+Let's overlay the computer-generated trajectory on our manual one.
+
+!!! question
+	Can you tell what strategy the computer is using to minimize the error?
+	What about if you show the contours of the error function?
+
+Show error: $show_contour_input
+"""
+
+# ╔═╡ 186680f8-9b47-4a93-9fa0-81c0c2ea894b
+λ_input = @bind λ Scrubbable(exp10.([-Inf; -15:1:0]); default=0, format=".1g");
+
 # ╔═╡ e2890775-2e29-4244-adac-c37f8f2a8a8e
 md"``n = `` $max_order_input ``\quad`` ``\lambda =`` $λ_input"
 
+# ╔═╡ fb5e7b56-66e5-45ef-9ad7-b50dd997137d
+thresh_input = @bind thresh Scrubbable(-4:0.1:4; default=0);
+
 # ╔═╡ 1e12834c-4b29-41db-ab1f-d93db62c8341
 md"``t = `` $thresh_input"
 
+# ╔═╡ 94629920-3a9a-4d50-973f-cd18d3ea50f0
+nhidden1_input = @bind nhidden1 Scrubbable(0:10; default=0);
+
 # ╔═╡ d2e5bde1-8c65-494f-8944-b16dec6ab193
 md"""
 ### Fitting 1D data with neural networks
@@ -852,6 +863,9 @@ Let's take the simple neural architecture with a single hidden layer displayed a
 Number of hidden units = $nhidden1_input
 """
 
+# ╔═╡ 38b63169-2712-48a6-b8b5-66429565cc87
+nhidden2_input = @bind nhidden2 Scrubbable(0:10; default=0);
+
 # ╔═╡ 29fb4486-5605-438f-9b1a-a24a19b20c5e
 md"""
 Sure, we could fit this data with logistic regression if we chose the right computed features.
@@ -3514,7 +3528,15 @@ version = "1.4.1+0"
 # ╠═54ef467e-8cc2-436e-bddc-37c57b6e6980
 # ╠═b176823e-b8b5-413d-87b1-90d7efa0e377
 # ╟─c75744a0-3c3f-4042-a796-6cbd9ec11195
-# ╠═2cc52188-b262-4f65-b042-ad94d90523d8
+# ╠═879e4355-d4f0-492c-9ac2-7359c794a9fd
+# ╠═b8ff692c-2ccb-455c-87c2-590177def1b4
+# ╠═e06d0925-585f-42e9-9dea-49044625d3d8
+# ╠═aa8c6266-0338-44a9-b14b-088f98b04db3
+# ╠═c6218e7c-1999-4e90-8868-a81717837fb2
+# ╠═186680f8-9b47-4a93-9fa0-81c0c2ea894b
+# ╠═fb5e7b56-66e5-45ef-9ad7-b50dd997137d
+# ╠═94629920-3a9a-4d50-973f-cd18d3ea50f0
+# ╠═38b63169-2712-48a6-b8b5-66429565cc87
 # ╟─d8983a9d-1880-4dc4-9c17-23281767e0c2
 # ╠═5e7bda42-0266-4498-906d-9aca8b6c4bf3
 # ╠═805d2824-86cc-45bd-88b0-e6e14d9fde48

From 308c0ffa96544a1cc941aa2f85a9591c8f46f6be Mon Sep 17 00:00:00 2001
From: Seth Axen <seth@sethaxen.com>
Date: Wed, 14 Jun 2023 10:48:16 +0200
Subject: [PATCH 06/19] Add DocsPreviewCleanup workflow

---
 .github/workflows/DocsPreviewCleanup.yml | 26 ++++++++++++++++++++++++
 1 file changed, 26 insertions(+)
 create mode 100644 .github/workflows/DocsPreviewCleanup.yml

diff --git a/.github/workflows/DocsPreviewCleanup.yml b/.github/workflows/DocsPreviewCleanup.yml
new file mode 100644
index 00000000..4f57bc46
--- /dev/null
+++ b/.github/workflows/DocsPreviewCleanup.yml
@@ -0,0 +1,26 @@
+name: DocsPreviewCleanup
+
+on:
+  pull_request:
+    types: [closed]
+
+jobs:
+  cleanup:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout gh-pages branch
+        uses: actions/checkout@v2
+        with:
+          ref: gh-pages
+      - name: Delete preview and history + push changes
+        run: |
+            if [ -d "previews/PR$PRNUM" ]; then
+              git config user.name "Documenter.jl"
+              git config user.email "documenter@juliadocs.github.io"
+              git rm -rf "previews/PR$PRNUM"
+              git commit -m "delete preview"
+              git branch gh-pages-new $(echo "delete history" | git commit-tree HEAD^{tree})
+              git push --force origin gh-pages-new:gh-pages
+            fi
+        env:
+            PRNUM: ${{ github.event.number }}

From f8f00e56cb6d725d72383d7f6461ee758b32507a Mon Sep 17 00:00:00 2001
From: Seth Axen <seth@sethaxen.com>
Date: Wed, 14 Jun 2023 10:51:36 +0200
Subject: [PATCH 07/19] Remove test job from CI

---
 .github/workflows/CI.yml | 26 --------------------------
 1 file changed, 26 deletions(-)

diff --git a/.github/workflows/CI.yml b/.github/workflows/CI.yml
index 4ccc2191..1f268402 100644
--- a/.github/workflows/CI.yml
+++ b/.github/workflows/CI.yml
@@ -11,32 +11,6 @@ concurrency:
   group: ${{ github.workflow }}-${{ github.ref }}
   cancel-in-progress: ${{ startsWith(github.ref, 'refs/pull/') }}
 jobs:
-  test:
-    name: Julia ${{ matrix.version }} - ${{ matrix.os }} - ${{ matrix.arch }} - ${{ github.event_name }}
-    runs-on: ${{ matrix.os }}
-    strategy:
-      fail-fast: false
-      matrix:
-        version:
-          - '1.6'
-          - 'nightly'
-        os:
-          - ubuntu-latest
-        arch:
-          - x64
-    steps:
-      - uses: actions/checkout@v2
-      - uses: julia-actions/setup-julia@v1
-        with:
-          version: ${{ matrix.version }}
-          arch: ${{ matrix.arch }}
-      - uses: julia-actions/cache@v1
-      - uses: julia-actions/julia-buildpkg@v1
-      - uses: julia-actions/julia-runtest@v1
-      - uses: julia-actions/julia-processcoverage@v1
-      - uses: codecov/codecov-action@v2
-        with:
-          files: lcov.info
   docs:
     name: Documentation
     runs-on: ubuntu-latest

From f6e50037c0a4c53a4110a8e7d5d3224ec6c5cb37 Mon Sep 17 00:00:00 2001
From: Seth Axen <seth@sethaxen.com>
Date: Wed, 14 Jun 2023 11:01:57 +0200
Subject: [PATCH 08/19] Instantiate before building docs

---
 .github/workflows/CI.yml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.github/workflows/CI.yml b/.github/workflows/CI.yml
index 1f268402..aa750baf 100644
--- a/.github/workflows/CI.yml
+++ b/.github/workflows/CI.yml
@@ -20,6 +20,7 @@ jobs:
         with:
           version: '1'
       - uses: julia-actions/julia-buildpkg@v1
+      - run: julia --project=docs/ -e 'using Pkg; Pkg.instantiate()'
       - uses: julia-actions/julia-docdeploy@v1
         env:
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}

From d81c25d5fc9c99228de44546b6054e2ac2cc7dfb Mon Sep 17 00:00:00 2001
From: Seth Axen <seth@sethaxen.com>
Date: Wed, 14 Jun 2023 11:02:30 +0200
Subject: [PATCH 09/19] Don't test docstrings

---
 .github/workflows/CI.yml | 6 ------
 1 file changed, 6 deletions(-)

diff --git a/.github/workflows/CI.yml b/.github/workflows/CI.yml
index aa750baf..45a25ec2 100644
--- a/.github/workflows/CI.yml
+++ b/.github/workflows/CI.yml
@@ -25,9 +25,3 @@ jobs:
         env:
           GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
           DOCUMENTER_KEY: ${{ secrets.DOCUMENTER_KEY }}
-      - run: |
-          julia --project=docs -e '
-            using Documenter: DocMeta, doctest
-            using IntroML
-            DocMeta.setdocmeta!(IntroML, :DocTestSetup, :(using IntroML); recursive=true)
-            doctest(IntroML)'

From 8ee6eafc5bb59ecd6d63279cf544096b474a3ef0 Mon Sep 17 00:00:00 2001
From: Seth Axen <seth@sethaxen.com>
Date: Wed, 14 Jun 2023 14:11:38 +0200
Subject: [PATCH 10/19] Rerun notebook

---
 notebooks/supervised_learning.jl | 24 ++++++++++++------------
 1 file changed, 12 insertions(+), 12 deletions(-)

diff --git a/notebooks/supervised_learning.jl b/notebooks/supervised_learning.jl
index 83b72614..c22dd2f1 100644
--- a/notebooks/supervised_learning.jl
+++ b/notebooks/supervised_learning.jl
@@ -732,6 +732,16 @@ So we can equivalently plot the combination of weights on a 2D grid with a reado
 ``w^\top = (`` $w0_input ``, `` $w1_input ``)``
 """
 
+# ╔═╡ 0d1164df-8236-494b-b8b9-71481c94c0d9
+let
+    scatter([w0], [w1]; xlims=(-4.1, 4.1), ylims=(-3.1, 2.1), color=:orange, label="")
+    plot!(;
+        title=L"E(w_0{=}%$(w0),w_1{=}%$(w1))= %$(round(error_line; digits=2))",
+        xlabel=L"w_0",
+        ylabel=L"w_1",
+    )
+end
+
 # ╔═╡ e06d0925-585f-42e9-9dea-49044625d3d8
 g_input = @bind g MultiSelect(
     [
@@ -1207,16 +1217,6 @@ let
     plot!(p; title=L"E(w_0{=}%$(w0),w_1{=}%$(w1))= %$(round(error_line; digits=2))")
 end
 
-# ╔═╡ 0d1164df-8236-494b-b8b9-71481c94c0d9
-let
-    scatter([w0], [w1]; xlims=(-4.1, 4.1), ylims=(-3.1, 2.1), color=:orange, label="")
-    plot!(;
-        title=L"E(w_0{=}%$(w0),w_1{=}%$(w1))= %$(round(error_line; digits=2))",
-        xlabel=L"w_0",
-        ylabel=L"w_1",
-    )
-end
-
 # ╔═╡ 6016a736-11da-4451-aa82-cc3045e782db
 let
     obj(w) = error(x -> w[1] + w[2] * x, x, y)
@@ -1464,7 +1464,7 @@ Turing = "~0.21.1"
 PLUTO_MANIFEST_TOML_CONTENTS = """
 # This file is machine-generated - editing it directly is not advised
 
-julia_version = "1.9.0"
+julia_version = "1.9.1"
 manifest_format = "2.0"
 project_hash = "addb13b0aea7688f4fe00d84034f44c777be88f4"
 
@@ -3393,7 +3393,7 @@ version = "0.15.1+0"
 [[deps.libblastrampoline_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "8e850b90-86db-534c-a0d3-1478176c7d93"
-version = "5.7.0+0"
+version = "5.8.0+0"
 
 [[deps.libfdk_aac_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]

From 44a434cb7646a75a769d67925db6fa809c867862 Mon Sep 17 00:00:00 2001
From: Seth Axen <seth@sethaxen.com>
Date: Wed, 14 Jun 2023 14:27:14 +0200
Subject: [PATCH 11/19] Update IntroML URL

---
 README.md                        |  2 +-
 docs/src/index.md                |  2 +-
 notebooks/supervised_learning.jl | 22 +++++++++++-----------
 3 files changed, 13 insertions(+), 13 deletions(-)

diff --git a/README.md b/README.md
index 70af22a3..03a13ad0 100644
--- a/README.md
+++ b/README.md
@@ -7,7 +7,7 @@
 [![ColPrac: Contributor's Guide on Collaborative Practices for Community Packages](https://img.shields.io/badge/ColPrac-Contributor's%20Guide-blueviolet)](https://github.com/SciML/ColPrac)
  [![License: CC BY-SA 4.0](https://img.shields.io/badge/License-CC%20BY--SA%204.0-lightgrey.svg)](http://creativecommons.org/licenses/by-sa/4.0/)
  
-This repository contains notebooks for the [Introduction to Machine Learning workshop](https://mlcolab.org/intro-ml) with the [Machine Learning ⇌ Science Colaboratory](https://mlcolab.org).
+This repository contains notebooks for the [Introduction to Machine Learning workshop](https://mlcolab.org/resources/introml-july-2022-workshop-materials) with the [Machine Learning ⇌ Science Colaboratory](https://mlcolab.org).
 
 [![notebook_preview](https://user-images.githubusercontent.com/8673634/161941600-b1c31af3-df9b-4481-bb6f-1e25a4f849d2.gif)](https://mlcolab.github.io/IntroML.jl/dev/supervised_learning.html)
 
diff --git a/docs/src/index.md b/docs/src/index.md
index f6f35ca2..02d43b0b 100644
--- a/docs/src/index.md
+++ b/docs/src/index.md
@@ -4,6 +4,6 @@ CurrentModule = IntroML
 
 # Introduction to Machine Learning
 
-Materials for the Introduction to Machine Learning workshop with the [Machine Learning ⇌ Science Colaboratory](https://mlcolab.org/).
+Materials for the [Introduction to Machine Learning](https://mlcolab.org/resources/introml-july-2022-workshop-materials) workshop with the [Machine Learning ⇌ Science Colaboratory](https://mlcolab.org/).
 
 - [Supervised Learning: One step at a time](./supervised_learning.html)
diff --git a/notebooks/supervised_learning.jl b/notebooks/supervised_learning.jl
index c22dd2f1..f43b1c18 100644
--- a/notebooks/supervised_learning.jl
+++ b/notebooks/supervised_learning.jl
@@ -36,7 +36,7 @@ end
 md"""
 # Supervised learning: One step at a time
 
-This notebook was created for the ML ⇌ Science  Colaboratory's workshop [Introduction to Machine Learning](https://mlcolab.org/intro-ml).
+This notebook was created for the ML ⇌ Science  Colaboratory's workshop [Introduction to Machine Learning](https://mlcolab.org/resources/introml-july-2022-workshop-materials).
 
 We here focus on [supervised learning](https://en.wikipedia.org/wiki/Supervised_learning).
 As we progress from a simple linear regression to a first example of a neural network, we introduce the basic concepts needed to understand machine learning.
@@ -732,16 +732,6 @@ So we can equivalently plot the combination of weights on a 2D grid with a reado
 ``w^\top = (`` $w0_input ``, `` $w1_input ``)``
 """
 
-# ╔═╡ 0d1164df-8236-494b-b8b9-71481c94c0d9
-let
-    scatter([w0], [w1]; xlims=(-4.1, 4.1), ylims=(-3.1, 2.1), color=:orange, label="")
-    plot!(;
-        title=L"E(w_0{=}%$(w0),w_1{=}%$(w1))= %$(round(error_line; digits=2))",
-        xlabel=L"w_0",
-        ylabel=L"w_1",
-    )
-end
-
 # ╔═╡ e06d0925-585f-42e9-9dea-49044625d3d8
 g_input = @bind g MultiSelect(
     [
@@ -1217,6 +1207,16 @@ let
     plot!(p; title=L"E(w_0{=}%$(w0),w_1{=}%$(w1))= %$(round(error_line; digits=2))")
 end
 
+# ╔═╡ 0d1164df-8236-494b-b8b9-71481c94c0d9
+let
+    scatter([w0], [w1]; xlims=(-4.1, 4.1), ylims=(-3.1, 2.1), color=:orange, label="")
+    plot!(;
+        title=L"E(w_0{=}%$(w0),w_1{=}%$(w1))= %$(round(error_line; digits=2))",
+        xlabel=L"w_0",
+        ylabel=L"w_1",
+    )
+end
+
 # ╔═╡ 6016a736-11da-4451-aa82-cc3045e782db
 let
     obj(w) = error(x -> w[1] + w[2] * x, x, y)

From 095e7b9a4e25e422327aeb3f9d7a43aad7ac67cd Mon Sep 17 00:00:00 2001
From: Seth Axen <seth@sethaxen.com>
Date: Wed, 14 Jun 2023 15:20:27 +0200
Subject: [PATCH 12/19] Reduce size of groups for precomputation

---
 notebooks/supervised_learning.jl | 72 ++++++++++++++++++--------------
 1 file changed, 40 insertions(+), 32 deletions(-)

diff --git a/notebooks/supervised_learning.jl b/notebooks/supervised_learning.jl
index f43b1c18..d4c1d62e 100644
--- a/notebooks/supervised_learning.jl
+++ b/notebooks/supervised_learning.jl
@@ -649,7 +649,7 @@ This section contains UI elements and variables they are bound to.
 """
 
 # ╔═╡ 879e4355-d4f0-492c-9ac2-7359c794a9fd
-w0_input = @bind w0 Scrubbable(-3:0.1:3; default=0.3, format="0.2f");
+w0_input = @bind w0 Scrubbable(-2:0.25:2; default=0.25, format="0.2f");
 
 # ╔═╡ cd49e0a5-4120-481a-965e-72e7bdaf867c
 md"""
@@ -696,7 +696,10 @@ Now drag the value of ``w_0`` until you've minimized the error shown at the top
 """
 
 # ╔═╡ b8ff692c-2ccb-455c-87c2-590177def1b4
-w1_input = @bind w1 Scrubbable(-3:0.1:3; default=-3, format="0.2f");
+w0_input2 = @bind w0_2 Scrubbable(-2:0.25:2; default=0.25, format="0.2f");
+
+# ╔═╡ fa6a31d1-f1b2-489b-9fef-4f92b5542c80
+w1_input = @bind w1 Scrubbable(-1:0.25:3; default=-1, format="0.2f");
 
 # ╔═╡ ae5d8669-f4c4-4b55-9af9-8488e43bcb6c
 md"""
@@ -721,7 +724,7 @@ This model is an example of [$(important("linear regression"))](https://en.wikip
 Drag the below values to minimize the loss.
 How low can you get the error?
 
-``w^\top = (`` $w0_input ``, `` $w1_input ``)``
+``w^\top = (`` $w0_input2 ``, `` $w1_input ``)``
 """
 
 # ╔═╡ b657b5fe-af35-46e9-93c7-f897e7b22ddc
@@ -732,20 +735,28 @@ So we can equivalently plot the combination of weights on a 2D grid with a reado
 ``w^\top = (`` $w0_input ``, `` $w1_input ``)``
 """
 
+# ╔═╡ 0103f249-52e2-4403-b62e-b3ad21536d37
+g_options = [
+	one => "1",
+	identity => "x",
+	(x -> x^2) => "x²",
+	sin => "sin(x)",
+	cos => "cos(x)",
+	tan => "tan(x)",
+	exp => "exp(x)",
+];
+
+# ╔═╡ bf50534d-1c9a-439a-9922-262f64b83c1d
+let
+    plots = map(g_options) do (gj, _)
+        lex = latexify(gj(Symbolics.Sym{Real}(:x)); env=:raw)
+        plot(gj, 0, 1; color=:orange, xlabel=L"x", ylabel=L"%$lex", label="")
+    end
+    plot(plots...; link=:both)
+end
+
 # ╔═╡ e06d0925-585f-42e9-9dea-49044625d3d8
-g_input = @bind g MultiSelect(
-    [
-        one => "1",
-        identity => "x",
-        (x -> x^2) => "x²",
-        sin => "sin(x)",
-        cos => "cos(x)",
-        tan => "tan(x)",
-        exp => "exp(x)",
-    ];
-    size=5,
-    default=Function[one],
-);
+g_input = @bind g MultiSelect(g_options, size=5, default=Function[one]);
 
 # ╔═╡ 74290eff-781b-44c9-8a90-96bffbe040df
 md"""
@@ -779,15 +790,6 @@ Hint: ``\begin{bmatrix}1 \\ x\end{bmatrix}`` is equivalent to fitting the line w
 ``g(x) = `` $g_input
 """
 
-# ╔═╡ bf50534d-1c9a-439a-9922-262f64b83c1d
-let
-    plots = map(g) do gj
-        lex = latexify(gj(Symbolics.Sym{Real}(:x)); env=:raw)
-        plot(gj, 0, 1; color=:orange, xlabel=L"x", ylabel=L"%$lex", label="")
-    end
-    plot(plots...; link=:both)
-end
-
 # ╔═╡ aa8c6266-0338-44a9-b14b-088f98b04db3
 max_order_input = @bind max_order Scrubbable(0:20; default=0);
 
@@ -822,6 +824,9 @@ md"``n = `` $max_order_input"
 # ╔═╡ efb34c1a-5505-49f1-aa7f-24f6fd1fc01d
 md"``n = `` $max_order_input"
 
+# ╔═╡ 9b96ba97-1fe6-4d08-aa69-07a04219686b
+max_order_reg_input = @bind max_order_reg Scrubbable(0:20; default=0);
+
 # ╔═╡ c6218e7c-1999-4e90-8868-a81717837fb2
 show_contour_input = @bind show_contour CheckBox(; default=false);
 
@@ -833,17 +838,17 @@ Let's overlay the computer-generated trajectory on our manual one.
 	Can you tell what strategy the computer is using to minimize the error?
 	What about if you show the contours of the error function?
 
-Show error: $show_contour_input
+Show contours of error function: $show_contour_input
 """
 
 # ╔═╡ 186680f8-9b47-4a93-9fa0-81c0c2ea894b
 λ_input = @bind λ Scrubbable(exp10.([-Inf; -15:1:0]); default=0, format=".1g");
 
 # ╔═╡ e2890775-2e29-4244-adac-c37f8f2a8a8e
-md"``n = `` $max_order_input ``\quad`` ``\lambda =`` $λ_input"
+md"``n = `` $max_order_reg_input ``\quad`` ``\lambda =`` $λ_input"
 
 # ╔═╡ fb5e7b56-66e5-45ef-9ad7-b50dd997137d
-thresh_input = @bind thresh Scrubbable(-4:0.1:4; default=0);
+thresh_input = @bind thresh Scrubbable(-3:0.1:3; default=0);
 
 # ╔═╡ 1e12834c-4b29-41db-ab1f-d93db62c8341
 md"``t = `` $thresh_input"
@@ -1196,7 +1201,7 @@ end
 
 # ╔═╡ 1a906880-75e1-447b-9adf-31ae44f0135f
 begin
-    f_hat_line(x) = w0 + w1 * x
+    f_hat_line(x) = w0_2 + w1 * x
     error_line = error(f_hat_line, x, y)
     equation_line = as_latex(f_hat_line)
 end;
@@ -1204,14 +1209,14 @@ end;
 # ╔═╡ 345ae96b-92c2-4ac4-bfdf-302113627ffb
 let
     p = plot_data(x, y; f_hat=f_hat_line, show_residuals=true, equation=equation_line)
-    plot!(p; title=L"E(w_0{=}%$(w0),w_1{=}%$(w1))= %$(round(error_line; digits=2))")
+    plot!(p; title=L"E(w)= %$(round(error_line; digits=2))")
 end
 
 # ╔═╡ 0d1164df-8236-494b-b8b9-71481c94c0d9
 let
     scatter([w0], [w1]; xlims=(-4.1, 4.1), ylims=(-3.1, 2.1), color=:orange, label="")
     plot!(;
-        title=L"E(w_0{=}%$(w0),w_1{=}%$(w1))= %$(round(error_line; digits=2))",
+        title=L"E(w)= %$(round(error_line; digits=2))",
         xlabel=L"w_0",
         ylabel=L"w_1",
     )
@@ -1341,7 +1346,7 @@ plot_poly_compare(x, y, ytest, max_order)
 plot_poly_compare(xmore, ymore, ymore_test, max_order)
 
 # ╔═╡ 9ce43ec1-78f5-414f-9796-ab3159be7985
-plot_poly_compare(x, y, ytest, max_order; λ)
+plot_poly_compare(x, y, ytest, max_order_reg; λ)
 
 # ╔═╡ 86e58e39-186e-470f-832a-32cd86717daa
 # for computational reasons, we use the QR parameterization of the regression model
@@ -3530,8 +3535,11 @@ version = "1.4.1+0"
 # ╟─c75744a0-3c3f-4042-a796-6cbd9ec11195
 # ╠═879e4355-d4f0-492c-9ac2-7359c794a9fd
 # ╠═b8ff692c-2ccb-455c-87c2-590177def1b4
+# ╠═fa6a31d1-f1b2-489b-9fef-4f92b5542c80
+# ╠═0103f249-52e2-4403-b62e-b3ad21536d37
 # ╠═e06d0925-585f-42e9-9dea-49044625d3d8
 # ╠═aa8c6266-0338-44a9-b14b-088f98b04db3
+# ╠═9b96ba97-1fe6-4d08-aa69-07a04219686b
 # ╠═c6218e7c-1999-4e90-8868-a81717837fb2
 # ╠═186680f8-9b47-4a93-9fa0-81c0c2ea894b
 # ╠═fb5e7b56-66e5-45ef-9ad7-b50dd997137d

From a9670a54ae2bcfe55a183052c434a5d84728c520 Mon Sep 17 00:00:00 2001
From: Seth Axen <seth@sethaxen.com>
Date: Wed, 14 Jun 2023 16:53:16 +0200
Subject: [PATCH 13/19] Simplify notebook building code

---
 docs/make.jl | 19 ++++++-------------
 1 file changed, 6 insertions(+), 13 deletions(-)

diff --git a/docs/make.jl b/docs/make.jl
index 16e70fff..bbffb8f4 100644
--- a/docs/make.jl
+++ b/docs/make.jl
@@ -6,26 +6,19 @@ const DOCS_PATH = @__DIR__
 const SRC_PATH = joinpath(DOCS_PATH, "src")
 const NB_PATH = joinpath(dirname(DOCS_PATH), "notebooks")
 
-function build_notebook(nbpath, outpath)
-    htmlpath = joinpath(outpath, first(splitext(nbpath)) * ".html")
-    @info "Building notebook at $nbpath to HTML file at $htmlpath"
-    PlutoSliderServer.export_notebook(
-        nbpath;
-        Export_output_dir=outpath,
+function build_notebooks(dir_path, out_path)
+    PlutoSliderServer.export_directory(
+        dir_path;
+        Export_output_dir=out_path,
         Precompute_enabled=true,
         Precompute_max_filesize_per_group=1e9,
         Export_create_index=false,
     )
-    isfile(htmlpath) ||
-        @warn "Failed to build notebook at $nbpath to HTML file at $htmlpath"
-    return htmlpath
+    return out_path
 end
 
 # build Pluto notebooks
-for fn in readdir(NB_PATH)
-    nbpath = joinpath(NB_PATH, fn)
-    build_notebook(nbpath, SRC_PATH)
-end
+build_notebooks(NB_PATH, SRC_PATH)
 
 DocMeta.setdocmeta!(IntroML, :DocTestSetup, :(using IntroML); recursive=true)
 

From ab102fdb926eeb4750b348fb7371bb3f6402173a Mon Sep 17 00:00:00 2001
From: Seth Axen <seth@sethaxen.com>
Date: Wed, 14 Jun 2023 16:54:35 +0200
Subject: [PATCH 14/19] Fix splitting of weight groups

---
 notebooks/supervised_learning.jl | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/notebooks/supervised_learning.jl b/notebooks/supervised_learning.jl
index d4c1d62e..509888ed 100644
--- a/notebooks/supervised_learning.jl
+++ b/notebooks/supervised_learning.jl
@@ -732,7 +732,7 @@ md"""
 Because we now have two weights, our parameter space is 2-dimensional.
 So we can equivalently plot the combination of weights on a 2D grid with a readout of the error and just move the values around until the error is minimized:
 
-``w^\top = (`` $w0_input ``, `` $w1_input ``)``
+``w^\top = (`` $w0_input2 ``, `` $w1_input ``)``
 """
 
 # ╔═╡ 0103f249-52e2-4403-b62e-b3ad21536d37
@@ -1214,7 +1214,7 @@ end
 
 # ╔═╡ 0d1164df-8236-494b-b8b9-71481c94c0d9
 let
-    scatter([w0], [w1]; xlims=(-4.1, 4.1), ylims=(-3.1, 2.1), color=:orange, label="")
+    scatter([w0_2], [w1]; xlims=(-4.1, 4.1), ylims=(-3.1, 2.1), color=:orange, label="")
     plot!(;
         title=L"E(w)= %$(round(error_line; digits=2))",
         xlabel=L"w_0",

From 5a2c02fe7c3648fde550e23be627d714da9dbbbf Mon Sep 17 00:00:00 2001
From: Seth Axen <seth@sethaxen.com>
Date: Wed, 14 Jun 2023 16:58:00 +0200
Subject: [PATCH 15/19] Run formatter

---
 notebooks/supervised_learning.jl | 29 ++++++++++++++++-------------
 1 file changed, 16 insertions(+), 13 deletions(-)

diff --git a/notebooks/supervised_learning.jl b/notebooks/supervised_learning.jl
index 509888ed..8cbfc198 100644
--- a/notebooks/supervised_learning.jl
+++ b/notebooks/supervised_learning.jl
@@ -7,7 +7,14 @@ using InteractiveUtils
 # This Pluto notebook uses @bind for interactivity. When running this notebook outside of Pluto, the following 'mock version' of @bind gives bound variables a default value (instead of an error).
 macro bind(def, element)
     quote
-        local iv = try Base.loaded_modules[Base.PkgId(Base.UUID("6e696c72-6542-2067-7265-42206c756150"), "AbstractPlutoDingetjes")].Bonds.initial_value catch; b -> missing; end
+        local iv = try
+            Base.loaded_modules[Base.PkgId(
+                Base.UUID("6e696c72-6542-2067-7265-42206c756150"),
+                "AbstractPlutoDingetjes",
+            )].Bonds.initial_value
+        catch
+            b -> missing
+        end
         local el = $(esc(element))
         global $(esc(def)) = Core.applicable(Base.get, el) ? Base.get(el) : iv(el)
         el
@@ -737,13 +744,13 @@ So we can equivalently plot the combination of weights on a 2D grid with a reado
 
 # ╔═╡ 0103f249-52e2-4403-b62e-b3ad21536d37
 g_options = [
-	one => "1",
-	identity => "x",
-	(x -> x^2) => "x²",
-	sin => "sin(x)",
-	cos => "cos(x)",
-	tan => "tan(x)",
-	exp => "exp(x)",
+    one => "1",
+    identity => "x",
+    (x -> x^2) => "x²",
+    sin => "sin(x)",
+    cos => "cos(x)",
+    tan => "tan(x)",
+    exp => "exp(x)",
 ];
 
 # ╔═╡ bf50534d-1c9a-439a-9922-262f64b83c1d
@@ -1215,11 +1222,7 @@ end
 # ╔═╡ 0d1164df-8236-494b-b8b9-71481c94c0d9
 let
     scatter([w0_2], [w1]; xlims=(-4.1, 4.1), ylims=(-3.1, 2.1), color=:orange, label="")
-    plot!(;
-        title=L"E(w)= %$(round(error_line; digits=2))",
-        xlabel=L"w_0",
-        ylabel=L"w_1",
-    )
+    plot!(; title=L"E(w)= %$(round(error_line; digits=2))", xlabel=L"w_0", ylabel=L"w_1")
 end
 
 # ╔═╡ 6016a736-11da-4451-aa82-cc3045e782db

From e0802ad455ba3a4d724f024a52b272faabb48e17 Mon Sep 17 00:00:00 2001
From: Seth Axen <seth@sethaxen.com>
Date: Thu, 15 Jun 2023 15:40:53 +0200
Subject: [PATCH 16/19] Update note about interactivity

---
 notebooks/supervised_learning.jl | 5 ++---
 1 file changed, 2 insertions(+), 3 deletions(-)

diff --git a/notebooks/supervised_learning.jl b/notebooks/supervised_learning.jl
index 8cbfc198..b78a60c7 100644
--- a/notebooks/supervised_learning.jl
+++ b/notebooks/supervised_learning.jl
@@ -50,9 +50,8 @@ As we progress from a simple linear regression to a first example of a neural ne
 
 !!! note
 	This notebook is written using [Pluto](https://github.com/fonsp/Pluto.jl), a reactive notebook environment.
-    If you're viewing this on the web, the interactive elements will be static, and this will not be as useful.
-    Click "Edit or run this notebook" on the top right to find instructions for making it interactive.
-    Note that because we load several heavy dependencies, Binder will likely not work.
+    If you're viewing this on the web and the interactive elements don't work for you, click "Edit or run this notebook" on the top right to find instructions for making it fully interactive.
+    Note that because we load several heavy dependencies, the Binder option will likely not work.
 """
 
 # ╔═╡ 31b1a0e4-216f-4c90-b16e-f542000c8aee

From 71433a96104ee0231dab9ebfc293ea5b2e19ccc7 Mon Sep 17 00:00:00 2001
From: Seth Axen <seth@sethaxen.com>
Date: Thu, 15 Jun 2023 16:19:18 +0200
Subject: [PATCH 17/19] Make sliders a little finer again

---
 notebooks/supervised_learning.jl | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/notebooks/supervised_learning.jl b/notebooks/supervised_learning.jl
index b78a60c7..a8bdf0e5 100644
--- a/notebooks/supervised_learning.jl
+++ b/notebooks/supervised_learning.jl
@@ -655,7 +655,7 @@ This section contains UI elements and variables they are bound to.
 """
 
 # ╔═╡ 879e4355-d4f0-492c-9ac2-7359c794a9fd
-w0_input = @bind w0 Scrubbable(-2:0.25:2; default=0.25, format="0.2f");
+w0_input = @bind w0 Scrubbable(-3:0.1:3; default=0.3, format="0.1f");
 
 # ╔═╡ cd49e0a5-4120-481a-965e-72e7bdaf867c
 md"""
@@ -702,10 +702,10 @@ Now drag the value of ``w_0`` until you've minimized the error shown at the top
 """
 
 # ╔═╡ b8ff692c-2ccb-455c-87c2-590177def1b4
-w0_input2 = @bind w0_2 Scrubbable(-2:0.25:2; default=0.25, format="0.2f");
+w0_input2 = @bind w0_2 Scrubbable(-2:0.1:2; default=0.3, format="0.1f");
 
 # ╔═╡ fa6a31d1-f1b2-489b-9fef-4f92b5542c80
-w1_input = @bind w1 Scrubbable(-1:0.25:3; default=-1, format="0.2f");
+w1_input = @bind w1 Scrubbable(-1:0.1:3; default=-1, format="0.1f");
 
 # ╔═╡ ae5d8669-f4c4-4b55-9af9-8488e43bcb6c
 md"""

From 37c274b4456dd6ae84f22159d475c52155fb7b59 Mon Sep 17 00:00:00 2001
From: Seth Axen <seth@sethaxen.com>
Date: Tue, 20 Jun 2023 11:31:54 +0200
Subject: [PATCH 18/19] Make bounds of bivariate plot match interactive
 elements

---
 notebooks/supervised_learning.jl | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/notebooks/supervised_learning.jl b/notebooks/supervised_learning.jl
index a8bdf0e5..e6df54d7 100644
--- a/notebooks/supervised_learning.jl
+++ b/notebooks/supervised_learning.jl
@@ -702,10 +702,10 @@ Now drag the value of ``w_0`` until you've minimized the error shown at the top
 """
 
 # ╔═╡ b8ff692c-2ccb-455c-87c2-590177def1b4
-w0_input2 = @bind w0_2 Scrubbable(-2:0.1:2; default=0.3, format="0.1f");
+w0_input2 = @bind w0_2 Scrubbable(vcat(-2, -2:0.1:2, 2); default=0.3, format="0.1f");
 
 # ╔═╡ fa6a31d1-f1b2-489b-9fef-4f92b5542c80
-w1_input = @bind w1 Scrubbable(-1:0.1:3; default=-1, format="0.1f");
+w1_input = @bind w1 Scrubbable(vcat(-1, -1:0.1:3, 3); default=-1.1, format="0.1f");
 
 # ╔═╡ ae5d8669-f4c4-4b55-9af9-8488e43bcb6c
 md"""
@@ -848,7 +848,7 @@ Show contours of error function: $show_contour_input
 """
 
 # ╔═╡ 186680f8-9b47-4a93-9fa0-81c0c2ea894b
-λ_input = @bind λ Scrubbable(exp10.([-Inf; -15:1:0]); default=0, format=".1g");
+λ_input = @bind λ Scrubbable(exp10.([-Inf; -Inf; -15:1:0]); default=0, format=".1g");
 
 # ╔═╡ e2890775-2e29-4244-adac-c37f8f2a8a8e
 md"``n = `` $max_order_reg_input ``\quad`` ``\lambda =`` $λ_input"
@@ -1272,8 +1272,8 @@ let
     )
     plot!(
         p;
-        xlims=(-2.1, 4.1),
-        ylims=(-3.1, 2.1),
+        xlims=(-2.1, 2.1),
+        ylims=(-1.1, 3.1),
         aspect_ratio=1,
         xlabel=L"w_0",
         ylabel=L"w_1",
@@ -1416,8 +1416,8 @@ let
     scatter!(p, [f_hat.w[1]], [f_hat.w[2]]; color=:orange, msc=:white, msw=1.3, ms=3)
     plot!(
         p;
-        xlims=(-4.1, 4.1),
-        ylims=(-3.1, 2.1),
+        xlims=(-2.1, 2.1),
+        ylims=(-1.1, 3.1),
         aspect_ratio=1,
         xlabel=L"w_0",
         ylabel=L"w_1",

From 8bd6a0df288ea61462b30d274955f060d6a6c88f Mon Sep 17 00:00:00 2001
From: Seth Axen <seth@sethaxen.com>
Date: Tue, 20 Jun 2023 13:00:13 +0200
Subject: [PATCH 19/19] Revert "Make bounds of bivariate plot match interactive
 elements"

This reverts commit 37c274b4456dd6ae84f22159d475c52155fb7b59.
---
 notebooks/supervised_learning.jl | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/notebooks/supervised_learning.jl b/notebooks/supervised_learning.jl
index e6df54d7..a8bdf0e5 100644
--- a/notebooks/supervised_learning.jl
+++ b/notebooks/supervised_learning.jl
@@ -702,10 +702,10 @@ Now drag the value of ``w_0`` until you've minimized the error shown at the top
 """
 
 # ╔═╡ b8ff692c-2ccb-455c-87c2-590177def1b4
-w0_input2 = @bind w0_2 Scrubbable(vcat(-2, -2:0.1:2, 2); default=0.3, format="0.1f");
+w0_input2 = @bind w0_2 Scrubbable(-2:0.1:2; default=0.3, format="0.1f");
 
 # ╔═╡ fa6a31d1-f1b2-489b-9fef-4f92b5542c80
-w1_input = @bind w1 Scrubbable(vcat(-1, -1:0.1:3, 3); default=-1.1, format="0.1f");
+w1_input = @bind w1 Scrubbable(-1:0.1:3; default=-1, format="0.1f");
 
 # ╔═╡ ae5d8669-f4c4-4b55-9af9-8488e43bcb6c
 md"""
@@ -848,7 +848,7 @@ Show contours of error function: $show_contour_input
 """
 
 # ╔═╡ 186680f8-9b47-4a93-9fa0-81c0c2ea894b
-λ_input = @bind λ Scrubbable(exp10.([-Inf; -Inf; -15:1:0]); default=0, format=".1g");
+λ_input = @bind λ Scrubbable(exp10.([-Inf; -15:1:0]); default=0, format=".1g");
 
 # ╔═╡ e2890775-2e29-4244-adac-c37f8f2a8a8e
 md"``n = `` $max_order_reg_input ``\quad`` ``\lambda =`` $λ_input"
@@ -1272,8 +1272,8 @@ let
     )
     plot!(
         p;
-        xlims=(-2.1, 2.1),
-        ylims=(-1.1, 3.1),
+        xlims=(-2.1, 4.1),
+        ylims=(-3.1, 2.1),
         aspect_ratio=1,
         xlabel=L"w_0",
         ylabel=L"w_1",
@@ -1416,8 +1416,8 @@ let
     scatter!(p, [f_hat.w[1]], [f_hat.w[2]]; color=:orange, msc=:white, msw=1.3, ms=3)
     plot!(
         p;
-        xlims=(-2.1, 2.1),
-        ylims=(-1.1, 3.1),
+        xlims=(-4.1, 4.1),
+        ylims=(-3.1, 2.1),
         aspect_ratio=1,
         xlabel=L"w_0",
         ylabel=L"w_1",