nebulaai · flyworker · Nov 17, 2020 · Aug 5, 2019 · Aug 10, 2019 · Aug 10, 2019
diff --git a/README.md b/README.md
diff --git a/examples/README.md b/examples/README.md
@@ -0,0 +1,5 @@
+## Deprecated - Please Read
+
+Due to TensorFlow radically changing their API in v2, the examples index have been split between [v1](../tensorflow_v1) and [v2](../tensorflow_v2).
+
+The following examples are the original TF v1 examples, and will be deprecated entirely in favor of [tensorflow_v1](../tensorflow_v1) directory in a future release.
diff --git a/notebooks/3_NeuralNetworks/bidirectional_rnn.ipynb b/notebooks/3_NeuralNetworks/bidirectional_rnn.ipynb
@@ -21,7 +21,7 @@
     "<img src=\"https://ai2-s2-public.s3.amazonaws.com/figures/2016-11-08/191dd7df9cb91ac22f56ed0dfa4a5651e8767a51/1-Figure2-1.png\" alt=\"nn\" style=\"width: 600px;\"/>\n",
     "\n",
     "References:\n",
-    "- [Long Short Term Memory](http://deeplearning.cs.cmu.edu/pdfs/Hochreiter97_lstm.pdf), Sepp Hochreiter & Jurgen Schmidhuber, Neural Computation 9(8): 1735-1780, 1997.\n",
+    "- [Long Short Term Memory](https://www.researchgate.net/profile/Sepp_Hochreiter/publication/13853244_Long_Short-term_Memory/links/5700e75608aea6b7746a0624/Long-Short-term-Memory.pdf), Sepp Hochreiter & Jurgen Schmidhuber, Neural Computation 9(8): 1735-1780, 1997.\n",
     "\n",
     "## MNIST Dataset Overview\n",
     "\n",

diff --git a/notebooks/5_DataManagement/image_transformation.ipynb b/notebooks/5_DataManagement/image_transformation.ipynb