Bump release (#682) · huggingface/course@40c51fb

Commit

Bump release (#682)

* refactor: rephrase text to improve clarity and specificity

In context to "training with a dataset specific to your task" and "train directly for the final task", I was not able to infer easily that "directly" here implies training from scratch.

* Demo link fixes (#562)

* demo link fixes

* minor demo fix

* Bump release (#566)

* Add note about `remove_unused_columns` for whole word masking

* Merge pull request #24 from huggingface/fix-typo

Fix typo

* Merge pull request #26 from huggingface/fix-qa-offsets

Fix inequalities in answer spans for QA chapter

* Merge pull request #30 from huggingface/fix-modelcard-url

Update model card URL

* Merge pull request #69 from yulonglin/patch-1

Correct typo mixing up space and newline symbols

* Bump release (#99)

* Bump release
* Update author list

Co-authored-by: DOOHAE JUNG <doohae@DOOHAE-M1-Pro.local>
Co-authored-by: m_khandaker <m_khandaker@eaglys.co.jp>
Co-authored-by: Md. Al-Amin Khandaker <tokhandaker@outlook.com>
Co-authored-by: ftarlaci <18291571+ftarlaci@users.noreply.github.com>
Co-authored-by: Doohae Jung <80743307+Doohae@users.noreply.github.com>
Co-authored-by: melaniedrevet <melanie.univ@gmail.com>

* Bump release  (#115)

* ko-chapter1/1

* ko _toctree.yml created

* Fix the issue #80

* Single expression changed

* ko/chapter1 finished

* ko/chapter0 finished

* ko/chapter0 finished

* reviewed by @bzantium ko/chapter0

* reviewed by @bzantium chapter0 & fixed typo

* reviewed by @rainmaker712

* maximize Korean expressions

* [Chapter 1] bangla traslation initial commit

* Update 1.mdx

update and fix formating

* Fix formating and typos

* translate _toctree.yml 0-1 chapter

* Add Korean to CI

* [tr] Translated chapter1/2.mdx

* remove translation from sec titles not yet translated

* Add authors [th ru]

* [FIX] _toctree.yml

* Update chapters/bn/chapter0/1.mdx

[FIX] syntax formatting

Co-authored-by: lewtun <lewis.c.tunstall@gmail.com>

* tag typos & indentation & unnatural expressions

* modified toctree.yml for chapter1/2

* modified toctree.yml for chapter1/2 & fix typo

* French Translation - Chapter 5

* Add Bengali to CI

* Update author list

* Adding translations for 2/4 and 2/5 🚀 (#74)

* Adding translations for 2/4 and 2/5 🚀

* Remove English content

Co-authored-by: lewtun <lewis.c.tunstall@gmail.com>

* Translation to Russian (#97)

* translation of chapter 2/section 1

* add section 1 / chapter 2 to _toctree.yml

* Translation of Chapter0 to Hindi (#86)

* Hindi?Chapter0-Part_1

* Hindi/Chapter0-Part_2

* Chapter 0 Persian Translation First Draft (#95)

* merged branch0 into main. no toctree yet.

* updated toctree.

* Updated the glossary with terms from chapter0.

* Second draft in collab w/ @schoobani. Added empty chapter1 for preview.

* Glossary typo fix.

* Translation of Chapter0 (setup) to Arabic (#104)

* Add AR translation for `introduction`

* Fix alignment & format

* Add Arabic to CI build

* Russian - Chapter 1 finished (#98)

* 01/4 start

* 1/4 finished

* 1/5 finished

* 1/5 update toc

* 1/6 finished

* 1/7 finished

* 1/8 finished

* 1/9 finished

* 1/4 fix

* toc update

* Chinese - Chapter 1 finished (#113)

* Chinese - Chapter 1 finished

* Add zh to the languages field

Co-authored-by: petrichor1122 <87262598+petrichor1122@users.noreply.github.com>
Co-authored-by: zhlhyx <95976146+zhlhyx@users.noreply.github.com>

* [PT] Translation of chapter 2 (#107)

* add PT translate to 2.1

* add PT translate to 2.2

* add portuguese translation to 2.3

* WIP portuguese translation to 2.4

* add portuguese translation to 2.4

* add portuguese translation to 2.5

* add portuguese translation to 2.6

* add _toctree infos

Co-authored-by: lewtun <lewis.c.tunstall@gmail.com>

* [FR] Translation of chapter 2 & event + Review of chapters 0 & 5 (#106)

* Update _toctree.yml

Add chapter 2 
+ little fix of chapter 5

* Update 1.mdx

Review of chapter 0

* Create 1.mdx

* Create 2.mdx

* Create 3.mdx

* Create 4.mdx

* Create 5.mdx

* Create 6.mdx

* Create 7.mdx

* Create 8.mdx

* Update 8.mdx

Since AutoNLP has recently been renamed to AutoTrain, let me make the correction on the English file

* Update 1.mdx

Review of chapter 5/1

* Update 2.mdx

Review of chapter 5/2

* Update 3.mdx

Review of chapter 5/3

* Update 4.mdx

Review of chapter 5/4

* Update 5.mdx

Review of chapter 5/5

* Update 6.mdx

Review of chapter 5/6

* Update 7.mdx

Review of chapter 5/7

* Update 8.mdx

Review of chapter 5/8

* Create 1.mdx

event's translation

* Update _toctree.yml

add event to the tree

* Update _toctree.yml

deletion of the files that pose a problem to pass the checks, will be resubmitted in another PR

* Delete 1.mdx

deletion of the files that pose a problem to pass the checks, will be resubmitted in another PR

* make style correction

* Update _toctree.yml

the -

* Fix spacing

Co-authored-by: Lewis Tunstall <lewis.c.tunstall@gmail.com>

* [th] Translated Chapter2/1 (#83)

* Finish chapter2/1

* Update _toctree.yml

* ko-chapter1/1

* ko _toctree.yml created

* Fix the issue #80

* Single expression changed

* ko/chapter1 finished

* ko/chapter0 finished

* ko/chapter0 finished

* reviewed by @bzantium ko/chapter0

* reviewed by @bzantium chapter0 & fixed typo

* reviewed by @rainmaker712

* maximize Korean expressions

* [Chapter 1] bangla traslation initial commit

* Update 1.mdx

update and fix formating

* Fix formating and typos

* translate _toctree.yml 0-1 chapter

* Add Korean to CI

* remove translation from sec titles not yet translated

* Add authors [th ru]

* [FIX] _toctree.yml

* Update chapters/bn/chapter0/1.mdx

[FIX] syntax formatting

Co-authored-by: lewtun <lewis.c.tunstall@gmail.com>

* tag typos & indentation & unnatural expressions

* modified toctree.yml for chapter1/2

* modified toctree.yml for chapter1/2 & fix typo

* Add Bengali to CI

* Update author list

* Adding translations for 2/4 and 2/5 🚀 (#74)

* Adding translations for 2/4 and 2/5 🚀

* Remove English content

Co-authored-by: lewtun <lewis.c.tunstall@gmail.com>

* Translation to Russian (#97)

* translation of chapter 2/section 1

* add section 1 / chapter 2 to _toctree.yml

* Translation of Chapter0 to Hindi (#86)

* Hindi?Chapter0-Part_1

* Hindi/Chapter0-Part_2

* Chapter 0 Persian Translation First Draft (#95)

* merged branch0 into main. no toctree yet.

* updated toctree.

* Updated the glossary with terms from chapter0.

* Second draft in collab w/ @schoobani. Added empty chapter1 for preview.

* Glossary typo fix.

* Translation of Chapter0 (setup) to Arabic (#104)

* Add AR translation for `introduction`

* Fix alignment & format

* Add Arabic to CI build

* Russian - Chapter 1 finished (#98)

* 01/4 start

* 1/4 finished

* 1/5 finished

* 1/5 update toc

* 1/6 finished

* 1/7 finished

* 1/8 finished

* 1/9 finished

* 1/4 fix

* toc update

* Chinese - Chapter 1 finished (#113)

* Chinese - Chapter 1 finished

* Add zh to the languages field

Co-authored-by: petrichor1122 <87262598+petrichor1122@users.noreply.github.com>
Co-authored-by: zhlhyx <95976146+zhlhyx@users.noreply.github.com>

* [PT] Translation of chapter 2 (#107)

* add PT translate to 2.1

* add PT translate to 2.2

* add portuguese translation to 2.3

* WIP portuguese translation to 2.4

* add portuguese translation to 2.4

* add portuguese translation to 2.5

* add portuguese translation to 2.6

* add _toctree infos

Co-authored-by: lewtun <lewis.c.tunstall@gmail.com>

* [FR] Translation of chapter 2 & event + Review of chapters 0 & 5 (#106)

* Update _toctree.yml

Add chapter 2 
+ little fix of chapter 5

* Update 1.mdx

Review of chapter 0

* Create 1.mdx

* Create 2.mdx

* Create 3.mdx

* Create 4.mdx

* Create 5.mdx

* Create 6.mdx

* Create 7.mdx

* Create 8.mdx

* Update 8.mdx

Since AutoNLP has recently been renamed to AutoTrain, let me make the correction on the English file

* Update 1.mdx

Review of chapter 5/1

* Update 2.mdx

Review of chapter 5/2

* Update 3.mdx

Review of chapter 5/3

* Update 4.mdx

Review of chapter 5/4

* Update 5.mdx

Review of chapter 5/5

* Update 6.mdx

Review of chapter 5/6

* Update 7.mdx

Review of chapter 5/7

* Update 8.mdx

Review of chapter 5/8

* Create 1.mdx

event's translation

* Update _toctree.yml

add event to the tree

* Update _toctree.yml

deletion of the files that pose a problem to pass the checks, will be resubmitted in another PR

* Delete 1.mdx

deletion of the files that pose a problem to pass the checks, will be resubmitted in another PR

* make style correction

* Update _toctree.yml

the -

* Fix spacing

Co-authored-by: Lewis Tunstall <lewis.c.tunstall@gmail.com>

* [th] Translated Chapter2/1 (#83)

* Finish chapter2/1

* Update _toctree.yml

* Add Hindi to CI (#116)

Co-authored-by: DOOHAE JUNG <doohae@DOOHAE-M1-Pro.local>
Co-authored-by: m_khandaker <m_khandaker@eaglys.co.jp>
Co-authored-by: Md. Al-Amin Khandaker <tokhandaker@outlook.com>
Co-authored-by: ftarlaci <18291571+ftarlaci@users.noreply.github.com>
Co-authored-by: Doohae Jung <80743307+Doohae@users.noreply.github.com>
Co-authored-by: melaniedrevet <melanie.univ@gmail.com>
Co-authored-by: Jose M Munoz <munozariasjm@gmail.com>
Co-authored-by: svv73 <88366711+svv73@users.noreply.github.com>
Co-authored-by: Vedant Pandya <pandyaved1999@gmail.com>
Co-authored-by: Bahram Shamshiri <jowharshamshiri@gmail.com>
Co-authored-by: Giyaseddin Bayrak <34009210+giyaseddin@users.noreply.github.com>
Co-authored-by: Pavel <60391448+pdumin@users.noreply.github.com>
Co-authored-by: 1375626371 <40328311+1375626371@users.noreply.github.com>
Co-authored-by: petrichor1122 <87262598+petrichor1122@users.noreply.github.com>
Co-authored-by: zhlhyx <95976146+zhlhyx@users.noreply.github.com>
Co-authored-by: João Gustavo A. Amorim <joaogustavoamorim@gmail.com>
Co-authored-by: lbourdois <58078086+lbourdois@users.noreply.github.com>
Co-authored-by: Cherdsak Kingkan <cherdsak.kingkan@gmail.com>

* Bump release 4 (#133)

* Bump release (#138)

* ko-chapter1/1

* ko _toctree.yml created

* Fix the issue #80

* Single expression changed

* ko/chapter1 finished

* ko/chapter0 finished

* ko/chapter0 finished

* reviewed by @bzantium ko/chapter0

* reviewed by @bzantium chapter0 & fixed typo

* reviewed by @rainmaker712

* maximize Korean expressions

* [Chapter 1] bangla traslation initial commit

* Update 1.mdx

update and fix formating

* Fix formating and typos

* translate _toctree.yml 0-1 chapter

* Add Korean to CI

* [tr] Translated chapter1/2.mdx

* remove translation from sec titles not yet translated

* Add authors [th ru]

* [FIX] _toctree.yml

* Update chapters/bn/chapter0/1.mdx

[FIX] syntax formatting

Co-authored-by: lewtun <lewis.c.tunstall@gmail.com>

* tag typos & indentation & unnatural expressions

* modified toctree.yml for chapter1/2

* modified toctree.yml for chapter1/2 & fix typo

* French Translation - Chapter 5

* Add Bengali to CI

* Update author list

* Adding translations for 2/4 and 2/5 🚀 (#74)

* Adding translations for 2/4 and 2/5 🚀

* Remove English content

Co-authored-by: lewtun <lewis.c.tunstall@gmail.com>

* Translation to Russian (#97)

* translation of chapter 2/section 1

* add section 1 / chapter 2 to _toctree.yml

* Translation of Chapter0 to Hindi (#86)

* Hindi?Chapter0-Part_1

* Hindi/Chapter0-Part_2

* Chapter 0 Persian Translation First Draft (#95)

* merged branch0 into main. no toctree yet.

* updated toctree.

* Updated the glossary with terms from chapter0.

* Second draft in collab w/ @schoobani. Added empty chapter1 for preview.

* Glossary typo fix.

* Translation of Chapter0 (setup) to Arabic (#104)

* Add AR translation for `introduction`

* Fix alignment & format

* Add Arabic to CI build

* Russian - Chapter 1 finished (#98)

* 01/4 start

* 1/4 finished

* 1/5 finished

* 1/5 update toc

* 1/6 finished

* 1/7 finished

* 1/8 finished

* 1/9 finished

* 1/4 fix

* toc update

* Chinese - Chapter 1 finished (#113)

* Chinese - Chapter 1 finished

* Add zh to the languages field

Co-authored-by: petrichor1122 <87262598+petrichor1122@users.noreply.github.com>
Co-authored-by: zhlhyx <95976146+zhlhyx@users.noreply.github.com>

* [PT] Translation of chapter 2 (#107)

* add PT translate to 2.1

* add PT translate to 2.2

* add portuguese translation to 2.3

* WIP portuguese translation to 2.4

* add portuguese translation to 2.4

* add portuguese translation to 2.5

* add portuguese translation to 2.6

* add _toctree infos

Co-authored-by: lewtun <lewis.c.tunstall@gmail.com>

* [FR] Translation of chapter 2 & event + Review of chapters 0 & 5 (#106)

* Update _toctree.yml

Add chapter 2 
+ little fix of chapter 5

* Update 1.mdx

Review of chapter 0

* Create 1.mdx

* Create 2.mdx

* Create 3.mdx

* Create 4.mdx

* Create 5.mdx

* Create 6.mdx

* Create 7.mdx

* Create 8.mdx

* Update 8.mdx

Since AutoNLP has recently been renamed to AutoTrain, let me make the correction on the English file

* Update 1.mdx

Review of chapter 5/1

* Update 2.mdx

Review of chapter 5/2

* Update 3.mdx

Review of chapter 5/3

* Update 4.mdx

Review of chapter 5/4

* Update 5.mdx

Review of chapter 5/5

* Update 6.mdx

Review of chapter 5/6

* Update 7.mdx

Review of chapter 5/7

* Update 8.mdx

Review of chapter 5/8

* Create 1.mdx

event's translation

* Update _toctree.yml

add event to the tree

* Update _toctree.yml

deletion of the files that pose a problem to pass the checks, will be resubmitted in another PR

* Delete 1.mdx

deletion of the files that pose a problem to pass the checks, will be resubmitted in another PR

* make style correction

* Update _toctree.yml

the -

* Fix spacing

Co-authored-by: Lewis Tunstall <lewis.c.tunstall@gmail.com>

* [th] Translated Chapter2/1 (#83)

* Finish chapter2/1

* Update _toctree.yml

* Add Hindi to CI (#116)

* Update README.md (#87)

* Update authors on README (#120)

* Update authors

* French translation `Chapter1` full (#56)


* traduction 1st part of chapter1

* fix typo

* fix job titles and encoder-decoder translation

* add part 2 for 1st chapter

* fix some typo part2

* fix Transformer -> Transformers

* add part 3 not totally ended

* end of part3 of chapter1

* part9 chapter 1

* add part7 chapter 1

* add part5 chapter 1

* part 6 chapter 1

* add part8 chapter 1

* end quizz of chapter

* add last part of chapter 1

Co-authored-by: ChainYo <t.chaigneau.tc@gmail.com>

* Translate to Japanese Chapter0 (#123)

* start working

* translate chapter0/1.mdx

* [FA] First draft of Chapter2/Page2 (#129)

* merged branch0 into main. no toctree yet.

* updated toctree.

* Updated the glossary with terms from chapter0.

* Second draft in collab w/ @schoobani. Added empty chapter1 for preview.

* Glossary typo fix.

* Added missing backticks.

* Removed a couple of bad indefinite articles I forgot.

* First draft of ch2/p2. Adds to glossary. Trans. guidelines moved out.

* Fixed missing diacritics, fixed the py/tf switch placing. Other fixes.

* Changed the equivalent for prediction per @kambizG 's direction.

* Redid ambiguous passage in translation per @lewtun 's direction.

* [th] Finished whole Chapter 2 translation (#127)

* Finish chapter2/1

* delete untranslated files

* chapter2/2 WIP

* Delete WIP files

* WIP chapter2/2

* Fixed conflict

* Update _toctree.yml

* Update _toctree.yml

* Finished Chapter2/2

* Finish all chapter2/n

* Finish all chapter2/n

* Fixed Ch2/8 as PR run failed

* [de] Translation Chapter 0 (#130)

* Copy files to newly created german dir (de)

* Add translation for chapter 0

* Clean up english files for chapter 1

* Change _toctree.yml for chapter 0

* Fix whitespaces

* Fix whitespaces again

* Adjust _toctree.yml - leave only chaper 0

* Add German language (de) to workflow yaml files

* [de] German Translation Guide (#132)

* German Translation Guide

* Add German Glossary to TOC

* Chapter 1, Section 1 Bengali translation (#124)

* [ADD] Chapter 1, Section 1 benglai tranlation

* [FIX] toc

* [FIX] commit mistakes

* [FIX] remove the Eng duplicates

Co-authored-by: m_khandaker <m_khandaker@eaglys.co.jp>

* [FR] Review of chapters 0, 2 & 5 + add chapters 6, 7, 8 & event (#125)

* Create 1.mdx

Event translation

* Create 1.mdx

* Chapter 6 in French

* Update 1.mdx

fix italic

* Update 9.mdx

fix italic

* Update 3.mdx

fix italic

* Update 4.mdx

fix italic

* Update 4.mdx

* Update 1.mdx

little fix

* Update 2.mdx

little fix

* Update 4.mdx

fix italic

* Update 8.mdx

fix italic

* Update 1.mdx

little fix

* Update 2.mdx

little fix

* Update 3.mdx

little fix

* Update 5.mdx

little fix

* Update 7.mdx

little fix

* Update 8.mdx

little fix

* add chapter8

* Update 6.mdx

fix italic

* Update 3.mdx

fix, fix everywhere

* Update 2.mdx

fix, fix everywhere

* Update 4.mdx

fix, fix everywhere

* Update 4_tf.mdx

fix, fix everywhere

* Add files via upload

add chapter 7

* Update 1.mdx

fix links

* Update 2.mdx

fix, fix everywhere

* Update 3.mdx

fix, fix everywhere

* Update 4.mdx

fix, fix everywhere

* Update 5.mdx

* Update 6.mdx

fix, fix everywhere

* Update 7.mdx

fix, fix everywhere

* Update 3.mdx

fix link

* Update 8.mdx

fix link

* Update 2.mdx

fix link

* Update 4.mdx

little fix

* Update 6.mdx

* Update 7.mdx

* Update 8.mdx

fix

* Update 2.mdx

little fix

* Update 3.mdx

little fix

* Update 5.mdx

* Update 4_tf.mdx

little fix

* Update _toctree.yml

Forgot the toctree

* Update _toctree.yml

fix local fields

* Update _toctree.yml

My bad, I forgot some 🙃

* Update 7.mdx

I don't know why it was there...

* Update 1.mdx

* [de] Chapter 3 translation (#128)

* chapter 3 part 1 DE

* [DE] Chapter 3 - Part 2

* Prepare TOC-Tree

* Fein-tuning

* Initial translation

* Glossary additions for C3P3

* C3P2 style

* [de] Chapter 3 P3-TF initial translation

* [de] Chapter 3 P4 initial translation

* [de] Chapter 3 Part 5 initial translation

* [de] Chapter 3 P6 Initial translation

* Missing commas

* fixing quotes

* Mark third option on chapter 8, question 8 as correct (#135)

* doc_change(translation): translating course from english to gujarati (#126)

* change(translation): chapter0 to gujarati

content translated: Chapter0/1.mdx - Introduction

commit-by: menonashwathi4@gmail.com

* Revert "change(translation): chapter0 to gujarati"

This reverts commit c27e06992af8892687f343a19368ce322d69e8b2.

* doc_change(translation): translation to gj

translated content: chapters/gj/chapter0.mdx - introduction

* doc_change(translation): translation to gj

translated content: chapters/gj/chapter0.mdx - introduction

* Delete _toctree.yml

* change: adding gj to github workflow

* nit: fix heading

* Update authors (#136)

* [FA] First draft of Chapter4/Page1 (#134)

* added chapter4 title and it's first section

* added first draft of Chapter4/Page1

* minor fix

* updated the title according to convention

* applied some updates according to convention

* added footnotes, minor improvements

* applied tweaks according to review points

* the new draft of glossary according to PR #134

* fixed an inconsistant title

* minor fix for better compatibility with T points

* applied final touches for this round of G updates

* [FR] End of chapter 3 + chapter 4  (#137)

* add chapters 3 & 4

* Update 2.mdx

fix links

* Update 3.mdx

some fix

* Update 6.mdx

fix tag

* Update 3.mdx

add link to chapter 7

* Update 3_tf.mdx

add link to chapter 7

* Update _toctree.yml

Co-authored-by: DOOHAE JUNG <doohae@DOOHAE-M1-Pro.local>
Co-authored-by: m_khandaker <m_khandaker@eaglys.co.jp>
Co-authored-by: Md. Al-Amin Khandaker <tokhandaker@outlook.com>
Co-authored-by: ftarlaci <18291571+ftarlaci@users.noreply.github.com>
Co-authored-by: Doohae Jung <80743307+Doohae@users.noreply.github.com>
Co-authored-by: melaniedrevet <melanie.univ@gmail.com>
Co-authored-by: Jose M Munoz <munozariasjm@gmail.com>
Co-authored-by: svv73 <88366711+svv73@users.noreply.github.com>
Co-authored-by: Vedant Pandya <pandyaved1999@gmail.com>
Co-authored-by: Bahram Shamshiri <jowharshamshiri@gmail.com>
Co-authored-by: Giyaseddin Bayrak <34009210+giyaseddin@users.noreply.github.com>
Co-authored-by: Pavel <60391448+pdumin@users.noreply.github.com>
Co-authored-by: 1375626371 <40328311+1375626371@users.noreply.github.com>
Co-authored-by: petrichor1122 <87262598+petrichor1122@users.noreply.github.com>
Co-authored-by: zhlhyx <95976146+zhlhyx@users.noreply.github.com>
Co-authored-by: João Gustavo A. Amorim <joaogustavoamorim@gmail.com>
Co-authored-by: lbourdois <58078086+lbourdois@users.noreply.github.com>
Co-authored-by: Cherdsak Kingkan <cherdsak.kingkan@gmail.com>
Co-authored-by: Thomas Chaigneau <50595514+ChainYo@users.noreply.github.com>
Co-authored-by: ChainYo <t.chaigneau.tc@gmail.com>
Co-authored-by: hiromu <45531573+hiromu166@users.noreply.github.com>
Co-authored-by: Cherdsak Kingkan <ckingkan29@gmail.com>
Co-authored-by: Marcus Fraaß <marcus.fraass@gmail.com>
Co-authored-by: Jesper Dramsch <jesper@dramsch.net>
Co-authored-by: amyeroberts <aeroberts4444@gmail.com>
Co-authored-by: Ash <103081562+ashwathim@users.noreply.github.com>
Co-authored-by: Hamed Homaei Rad <h.homaei@gmail.com>

* Bump release (#147)

* Bump release (#161)

* Fix typos in chapter 9 (#176) (#180)

Co-authored-by: regisss <15324346+regisss@users.noreply.github.com>

* Bump release (#187)

* Chapter 2 Section 1 Bengali Translation (huggingface#72) (#168)

* [TH] Chapter 6 Section 1 and 2 (#171)

Co-authored-by: Suteera <sseeha@inovex.de>

* [FA] CH1 / P1-2 (#142)

* Spanish Chapter 3: sections 1 & 2 (#162)

* fix typos in bpe, wordpiece, unigram (#166)

* [FR] French Review (#186)

* Part 7: Training a causal... fixes (#179)

* typo & error mitigation

* consistency

* Trainer.predict() returns 3 fields

* ran make style

* [TR] Translated Chapter 1.6 🤗 (#185)

* added chapter 1/6 to _toctree.yml

* [TR] Translated Chapter 1.6 🤗

Co-authored-by: Avishek Das <avishek.das.ayan@gmail.com>
Co-authored-by: Suteera  Seeha <33692408+meanna@users.noreply.github.com>
Co-authored-by: Suteera <sseeha@inovex.de>
Co-authored-by: Saeed Choobani <saeed.choobani@gmail.com>
Co-authored-by: Fermin Ordaz <fermin.ordaz@gmail.com>
Co-authored-by: Kerem Turgutlu <keremturgutlu@gmail.com>
Co-authored-by: lbourdois <58078086+lbourdois@users.noreply.github.com>
Co-authored-by: Sebastian Sosa <37946988+CakeCrusher@users.noreply.github.com>
Co-authored-by: tanersekmen <56790802+tanersekmen@users.noreply.github.com>

* Bump release 10 (#194)

* Bump release (#195)

* Bump release 12 (#209)

* Bump release (#224)

* Bump release (#229)

* Bump release (#236)

* Bump release (#258)

* Bump release (#270)

* Bump release (#274)

* Bump release (#286)

* Bump release (#288)

* Chapter 2 Section 1 Bengali Translation (huggingface#72) (#168)

* [TH] Chapter 6 Section 1 and 2 (#171)

Co-authored-by: Suteera <sseeha@inovex.de>

* [FA] CH1 / P1-2 (#142)

* Spanish Chapter 3: sections 1 & 2 (#162)

* fix typos in bpe, wordpiece, unigram (#166)

* [FR] French Review (#186)

* Part 7: Training a causal... fixes (#179)

* typo & error mitigation

* consistency

* Trainer.predict() returns 3 fields

* ran make style

* [TR] Translated Chapter 1.6 🤗 (#185)

* added chapter 1/6 to _toctree.yml

* [TR] Translated Chapter 1.6 🤗

* [PT][Chapter 01 - 2.mdx] - issue #51 (#170)

* Fix Gradio ToC (#193)

* Add Gradio authors and Blocks event (#189)

* Update 6.mdx (#188)

Correct link to Transformer XL doc

* Add translating notes and glossary to Spanish (#192)

* Add translating notes and glosary to Spanish

* Adding glossary to the toc

* add pt 4.3 (#191)

* [FR] Visual corrections (#190)

* [PT] add chapter 4.4 and 4.5 (#196)

* fix invite discord link (#197)

* [FA] Second draft of CH2/P1-2 (#139)

* added chapter3 in hindi (#198)

* [TR] Chapter 3/1 (#165)

* [RU] Ch3-1/2/3 (#200)

* [PT] add 5.1 and 5.2 (#204)

* [FA] - Ch3 - P1 and P2 (#199)

* [PT] add `end-of-chapter quiz` for chapter 4 (4.6) (#201)


Co-authored-by: lewtun <lewis.c.tunstall@gmail.com>

* Chapter1: 2.mdx Translated. (#206)

* Remove comments from Persian ToC (#210)

* Fix CI URL for PRs (#211)

* code fragment & english syntax and meaning (#203)

* Updated Ch1/1 with Emoji (#214)

* Add missing numpy import (#217)

* [ES] translate sections 8.1 and 8.2 (#215)

* Fix path to datasets (#216)

* [PT] add 5.3 (#218)

* fix 4.3 (#223)

* Fix notebook generation (#227)

* Add Gradio nb links

* add 5.4 (#226)

* add pt wip (#225)

* Added Gujarati List. (#221)

* Add Gradio nbs links to fr (#228)

* Chinese - Chapter 3finished (#219)

* add ch7 at _toctree and translate 7.1 (#222)

* add 5.5 (#235)

* [FR] Review of chapter 7 (#233)

* Italian translation - chapter 4 (#230)

* Added Thai translation of chapters 3 (#231)

* [Ru] Add part 2, chapter 2 (#234)

* Update 8.mdx (#237)

- Remove Gradio Blocks Party
- Add, Where to next? section

* Created HI/Chapter1/5.mdx (#232)

* Add Spanish chaper3/section4, update toc and glossary (#238)

* [RU] Chapter 3 finished (#239)

* [PT] add 5.6 and 5.7 (#240)

* [EN] Visual corrections (#245)

* Translation for 1/4, 1/5 and 1/6. (#247)

* add event in PT (#250)

* Pin version of black (#252)

* Translate ja event (#241)

* [PT] add quiz chapter 5 (#243)

* Update 5.mdx (#253)

inconsistent naming with line 327

* Translation for Traditional Chinese (zh-tw) chapter0  (#251)


Co-authored-by: Lewis Tunstall <lewis.c.tunstall@gmail.com>

* Translated the whole Chapter 3 to Thai  (#255)

* Japanese chapter 4 (#244)

* Translation of 1/7, 1/8, and 1/9. (#263)

* [PT] add chapter  8.1 and 8.2 (#265)

* [RU] Chapter 4  (#269)

* Add Thai translation for chapter 6.3b to 6.10 (#268)

* add 8.3 (#266)

* 3.mdx of chapter 01 (#260)

Co-authored-by: Lewis Tunstall <lewis.c.tunstall@gmail.com>

* Fix typo (#271)

* [PT] add chapter 6.1 (#273)

* add Japanese chapter7 (#267)

* replace `load_metric` with `evaluate.load` (#285)

* update `load_metric` refs to `evaluate.load`

Co-authored-by: lewtun <lewis.c.tunstall@gmail.com>

* [GJ] Translation to Gujarati - Ch0 Setup (#287)

* [PT] add chapter 6.2 and 6.3 (#279)

* zh-CN - Chapter 4,5finished (#281)

Co-authored-by: Lewis Tunstall <lewis.c.tunstall@gmail.com>

* Chapter 01 - Done [PT] #51 (#280)

Co-authored-by: Lewis Tunstall <lewis.c.tunstall@gmail.com>

Co-authored-by: Avishek Das <avishek.das.ayan@gmail.com>
Co-authored-by: Suteera  Seeha <33692408+meanna@users.noreply.github.com>
Co-authored-by: Suteera <sseeha@inovex.de>
Co-authored-by: Saeed Choobani <saeed.choobani@gmail.com>
Co-authored-by: Fermin Ordaz <fermin.ordaz@gmail.com>
Co-authored-by: Kerem Turgutlu <keremturgutlu@gmail.com>
Co-authored-by: lbourdois <58078086+lbourdois@users.noreply.github.com>
Co-authored-by: Sebastian Sosa <37946988+CakeCrusher@users.noreply.github.com>
Co-authored-by: tanersekmen <56790802+tanersekmen@users.noreply.github.com>
Co-authored-by: Victor Costa <54755870+victorescosta@users.noreply.github.com>
Co-authored-by: Camille Couturier <couturierc@users.noreply.github.com>
Co-authored-by: João Gustavo A. Amorim <joaogustavoamorim@gmail.com>
Co-authored-by: Bahram Shamshiri <jowharshamshiri@gmail.com>
Co-authored-by: Kavya <36916536+robotjellyzone@users.noreply.github.com>
Co-authored-by: Batuhan Ayhan <bayhan2000@outlook.com>
Co-authored-by: Pavel <60391448+pdumin@users.noreply.github.com>
Co-authored-by: Kambiz Ghoorchian <kambiz.ghoorchian@gmail.com>
Co-authored-by: Vedant Pandya <pandyaved1999@gmail.com>
Co-authored-by: Diego Vargas <91356068+dzarkV@users.noreply.github.com>
Co-authored-by: Thomas O'Brien <tbobrien612@gmail.com>
Co-authored-by: Lincoln V Schreiber <lincolnschreiber@gmail.com>
Co-authored-by: 1375626371 <40328311+1375626371@users.noreply.github.com>
Co-authored-by: Giorgio Severi <ClonedOne@users.noreply.github.com>
Co-authored-by: svv73 <88366711+svv73@users.noreply.github.com>
Co-authored-by: Ömer Faruk Özdemir <farukozderim@gmail.com>
Co-authored-by: Caterina Bonan <97481648+CaterinaBi@users.noreply.github.com>
Co-authored-by: Hiromu Hota <hiromu.hota@gmail.com>
Co-authored-by: trtd56 <5toda6@gmail.com>
Co-authored-by: Mehrdad Nezamdoost <mehrdad.nd@gmail.com>
Co-authored-by: Wolvz <peng86david@gmail.com>
Co-authored-by: a-krirk <56425947+a-krirk@users.noreply.github.com>
Co-authored-by: atgctg <105969161+atgctg@users.noreply.github.com>
Co-authored-by: Thiago Medeiros <thiago.medeiros.carvalho@gmail.com>
Co-authored-by: webbigdata-jp <87654083+webbigdata-jp@users.noreply.github.com>
Co-authored-by: Leandro von Werra <lvwerra@users.noreply.github.com>
Co-authored-by: Bhadresh Savani <bhadreshpsavani@gmail.com>

* Bump release (#295)

* Bump release (#296)

* Bump release (#299)

* Bump release (#305)

* Chinese - Chapter 1 finished

* Add zh to the languages field

 Add zh to the languages field in the build_documentation.yml and build_pr_documentation.yml files

* Remove untranslated chapters in _toctree.yml

Remove all these sections that haven't been translated yet
Remove Chapter 0 from the table of contents since it hasn't been translated yet

* Fixed an error in the translation format

Fixed an error in the translation format of Chapter 1, Section 3

* Added a small part of the missing content

* Fix style

* Complete the translation of Chapters 0 and 2

* Fixed some bugs

·Fixed some formatting errors
·Moved Chapters 0 and 2 to Simplified Chinese

* Add files via upload

Formatting revisions and some translation corrections

* run make style to format chapter1 session3

* run make style to format code

* run make style to format code

* Fix style

* Chapter 2 Section 1 Bengali Translation (huggingface#72) (#168)

* [TH] Chapter 6 Section 1 and 2 (#171)

Co-authored-by: Suteera <sseeha@inovex.de>

* [FA] CH1 / P1-2 (#142)

* Spanish Chapter 3: sections 1 & 2 (#162)

* fix typos in bpe, wordpiece, unigram (#166)

* [FR] French Review (#186)

* Part 7: Training a causal... fixes (#179)

* typo & error mitigation

* consistency

* Trainer.predict() returns 3 fields

* ran make style

* [TR] Translated Chapter 1.6 🤗 (#185)

* added chapter 1/6 to _toctree.yml

* [TR] Translated Chapter 1.6 🤗

* [PT][Chapter 01 - 2.mdx] - issue #51 (#170)

* Fix Gradio ToC (#193)

* Add Gradio authors and Blocks event (#189)

* Update 6.mdx (#188)

Correct link to Transformer XL doc

* Add translating notes and glossary to Spanish (#192)

* Add translating notes and glosary to Spanish

* Adding glossary to the toc

* add pt 4.3 (#191)

* [FR] Visual corrections (#190)

* [PT] add chapter 4.4 and 4.5 (#196)

* fix invite discord link (#197)

* [FA] Second draft of CH2/P1-2 (#139)

* added chapter3 in hindi (#198)

* [TR] Chapter 3/1 (#165)

* [RU] Ch3-1/2/3 (#200)

* [PT] add 5.1 and 5.2 (#204)

* Add placeholders for audio chapters (#208)

* [FA] - Ch3 - P1 and P2 (#199)

* [PT] add `end-of-chapter quiz` for chapter 4 (4.6) (#201)


Co-authored-by: lewtun <lewis.c.tunstall@gmail.com>

* Chapter1: 2.mdx Translated. (#206)

* Remove comments from Persian ToC (#210)

* Fix CI URL for PRs (#211)

* code fragment & english syntax and meaning (#203)

* Updated Ch1/1 with Emoji (#214)

* Add missing numpy import (#217)

* Updata chapter3

* Code format for chapter3

* Updata yml file of chapter3

* Uptata yml file of chapter3

* Fix yml file bug

* [ES] translate sections 8.1 and 8.2 (#215)

* Fix path to datasets (#216)

* [PT] add 5.3 (#218)

* fix 4.3 (#223)

* Run make style

* Fix notebook generation (#227)

* Add Gradio nb links

* add 5.4 (#226)

* add pt wip (#225)

* Added Gujarati List. (#221)

* Fix quality

* Add Gradio nbs links to fr (#228)

* Fix ToC tree

* Remove audio templates

* Fix fr section

* Fix fr chapter

* Chinese - Chapter 3finished (#219)

* add ch7 at _toctree and translate 7.1 (#222)

* add 5.5 (#235)

* [FR] Review of chapter 7 (#233)

* Italian translation - chapter 4 (#230)

* Added Thai translation of chapters 3 (#231)

* [Ru] Add part 2, chapter 2 (#234)

* Update 8.mdx (#237)

- Remove Gradio Blocks Party
- Add, Where to next? section

* Created HI/Chapter1/5.mdx (#232)

* Add Spanish chaper3/section4, update toc and glossary (#238)

* [RU] Chapter 3 finished (#239)

* [PT] add 5.6 and 5.7 (#240)

* [EN] Visual corrections (#245)

* Translation for 1/4, 1/5 and 1/6. (#247)

* add event in PT (#250)

* Pin version of black (#252)

* Translate ja event (#241)

* [PT] add quiz chapter 5 (#243)

* Update 5.mdx (#253)

inconsistent naming with line 327

* Translation for Traditional Chinese (zh-tw) chapter0  (#251)


Co-authored-by: Lewis Tunstall <lewis.c.tunstall@gmail.com>

* Translated the whole Chapter 3 to Thai  (#255)

* Japanese chapter 4 (#244)

* Translation of 1/7, 1/8, and 1/9. (#263)

* [PT] add chapter  8.1 and 8.2 (#265)

* [RU] Chapter 4  (#269)

* Add Thai translation for chapter 6.3b to 6.10 (#268)

* add 8.3 (#266)

* 3.mdx of chapter 01 (#260)

Co-authored-by: Lewis Tunstall <lewis.c.tunstall@gmail.com>

* Fix typo (#271)

* [PT] add chapter 6.1 (#273)

* add Japanese chapter7 (#267)

* zh-CN - Chapter 4,5finished

* replace `load_metric` with `evaluate.load` (#285)

* update `load_metric` refs to `evaluate.load`

Co-authored-by: lewtun <lewis.c.tunstall@gmail.com>

* [GJ] Translation to Gujarati - Ch0 Setup (#287)

* [PT] add chapter 6.2 and 6.3 (#279)

* Fix formatting

* Debug formatting

* Debug FR formatting

* zh-CN - Chapter 4,5finished (#281)

Co-authored-by: Lewis Tunstall <lewis.c.tunstall@gmail.com>

* Chapter 01 - Done [PT] #51 (#280)

Co-authored-by: Lewis Tunstall <lewis.c.tunstall@gmail.com>

* tf_default_data_collator seems to have moved

* zh-CN - Chapter 6finished

* Revert "Merge branch 'huggingface:main' into main"

This reverts commit aebb46e12f9f87a4303f8bb4f0f2cf545eb83b21, reversing
changes made to 69187a3789e8d3d2d0de821ebe495f111d1cc73d.

* Revert "zh-CN - Chapter 6finished"

This reverts commit e69fce28d3a7b35b76c4f768a6cedf295b37d8c9.

* zh-CN - Chapter 6finished

* fix style

* undo bad commit

* Chapter5it (#278)

* added the italian translation for unit 1 chapter5

Co-authored-by: Leandro von Werra <lvwerra@users.noreply.github.com>

* Vietnamese translation (#293)

* Update .github/workflows/build_pr_documentation.yml

Co-authored-by: lewtun <lewis.c.tunstall@gmail.com>

* Translate JP chapter 8 (#249)

* Italian translation - Chapter 8 (#272)

* Translation to Vietnamese - chapter 5 (#297)

* Add course contributors (#298)

* Add CourseFloatingBanner component

* DocNotebookDropdown -> CourseFloatingBanner

* Italian translation Ch 2/1, 2/2 (#300)

* Add contributors (#304)

* Add forum button (#306)

Co-authored-by: 1375626371 <40328311+1375626371@users.noreply.github.com>
Co-authored-by: 1375626371 <1375626371@qq.com>
Co-authored-by: Avishek Das <avishek.das.ayan@gmail.com>
Co-authored-by: Suteera  Seeha <33692408+meanna@users.noreply.github.com>
Co-authored-by: Suteera <sseeha@inovex.de>
Co-authored-by: Saeed Choobani <saeed.choobani@gmail.com>
Co-authored-by: Fermin Ordaz <fermin.ordaz@gmail.com>
Co-authored-by: Kerem Turgutlu <keremturgutlu@gmail.com>
Co-authored-by: lbourdois <58078086+lbourdois@users.noreply.github.com>
Co-authored-by: Sebastian Sosa <37946988+CakeCrusher@users.noreply.github.com>
Co-authored-by: tanersekmen <56790802+tanersekmen@users.noreply.github.com>
Co-authored-by: Victor Costa <54755870+victorescosta@users.noreply.github.com>
Co-authored-by: Camille Couturier <couturierc@users.noreply.github.com>
Co-authored-by: João Gustavo A. Amorim <joaogustavoamorim@gmail.com>
Co-authored-by: Bahram Shamshiri <jowharshamshiri@gmail.com>
Co-authored-by: Kavya <36916536+robotjellyzone@users.noreply.github.com>
Co-authored-by: Batuhan Ayhan <bayhan2000@outlook.com>
Co-authored-by: Pavel <60391448+pdumin@users.noreply.github.com>
Co-authored-by: Kambiz Ghoorchian <kambiz.ghoorchian@gmail.com>
Co-authored-by: Vedant Pandya <pandyaved1999@gmail.com>
Co-authored-by: Diego Vargas <91356068+dzarkV@users.noreply.github.com>
Co-authored-by: Thomas O'Brien <tbobrien612@gmail.com>
Co-authored-by: Lincoln V Schreiber <lincolnschreiber@gmail.com>
Co-authored-by: Giorgio Severi <ClonedOne@users.noreply.github.com>
Co-authored-by: svv73 <88366711+svv73@users.noreply.github.com>
Co-authored-by: Ömer Faruk Özdemir <farukozderim@gmail.com>
Co-authored-by: Caterina Bonan <97481648+CaterinaBi@users.noreply.github.com>
Co-authored-by: Hiromu Hota <hiromu.hota@gmail.com>
Co-authored-by: trtd56 <5toda6@gmail.com>
Co-authored-by: Mehrdad Nezamdoost <mehrdad.nd@gmail.com>
Co-authored-by: Wolvz <peng86david@gmail.com>
Co-authored-by: a-krirk <56425947+a-krirk@users.noreply.github.com>
Co-authored-by: atgctg <105969161+atgctg@users.noreply.github.com>
Co-authored-by: Thiago Medeiros <thiago.medeiros.carvalho@gmail.com>
Co-authored-by: webbigdata-jp <87654083+webbigdata-jp@users.noreply.github.com>
Co-authored-by: Leandro von Werra <lvwerra@users.noreply.github.com>
Co-authored-by: Bhadresh Savani <bhadreshpsavani@gmail.com>
Co-authored-by: Andreas Ehrencrona <andreas.ehrencrona@velik.it>
Co-authored-by: leandro <leandro.vonwerra@spoud.io>
Co-authored-by: Matt <Rocketknight1@users.noreply.github.com>
Co-authored-by: Nolanogenn <52080100+Nolanogenn@users.noreply.github.com>
Co-authored-by: Hồng Hạnh <hanh.usth@gmail.com>
Co-authored-by: Younes Belkada <49240599+younesbelkada@users.noreply.github.com>
Co-authored-by: Edoardo Abati <29585319+EdAbati@users.noreply.github.com>
Co-authored-by: Mishig Davaadorj <dmishig@gmail.com>
Co-authored-by: Acciaro Gennaro Daniele <acciarogennaro@gmail.com>

* Bump release (#307)

* Bump release (#308)

* Bump release (#314)

* Bump release (#320)

* Bump release (#328)

* Bump release (#333)

* Bump release (#335)

* Bump release (#343)

* Bump release (#355)

* Bump release (#358)

* Bump release (#371)

* Bump release (#381)

* Bump release (#387)

* Bump release (#404)

* Bump release (#413)

* Bump release (#426)

* Bump release (#463)

---------

Co-authored-by: DOOHAE JUNG <doohae@DOOHAE-M1-Pro.local>
Co-authored-by: m_khandaker <m_khandaker@eaglys.co.jp>
Co-authored-by: Md. Al-Amin Khandaker <tokhandaker@outlook.com>
Co-authored-by: ftarlaci <18291571+ftarlaci@users.noreply.github.com>
Co-authored-by: Doohae Jung <80743307+Doohae@users.noreply.github.com>
Co-authored-by: melaniedrevet <melanie.univ@gmail.com>
Co-authored-by: Jose M Munoz <munozariasjm@gmail.com>
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Co-authored-by: Fermin Ordaz <fermin.ordaz@gmail.com>
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Co-authored-by: Lincoln V Schreiber <lincolnschreiber@gmail.com>
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Co-authored-by: Ömer Faruk Özdemir <farukozderim@gmail.com>
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Co-authored-by: Mehrdad Nezamdoost <mehrdad.nd@gmail.com>
Co-authored-by: Wolvz <peng86david@gmail.com>
Co-authored-by: a-krirk <56425947+a-krirk@users.noreply.github.com>
Co-authored-by: atgctg <105969161+atgctg@users.noreply.github.com>
Co-authored-by: Thiago Medeiros <thiago.medeiros.carvalho@gmail.com>
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Co-authored-by: Leandro von Werra <lvwerra@users.noreply.github.com>
Co-authored-by: Bhadresh Savani <bhadreshpsavani@gmail.com>
Co-authored-by: 1375626371 <1375626371@qq.com>
Co-authored-by: Andreas Ehrencrona <andreas.ehrencrona@velik.it>
Co-authored-by: leandro <leandro.vonwerra@spoud.io>
Co-authored-by: Matt <Rocketknight1@users.noreply.github.com>
Co-authored-by: Nolanogenn <52080100+Nolanogenn@users.noreply.github.com>
Co-authored-by: Hồng Hạnh <hanh.usth@gmail.com>
Co-authored-by: Younes Belkada <49240599+younesbelkada@users.noreply.github.com>
Co-authored-by: Edoardo Abati <29585319+EdAbati@users.noreply.github.com>
Co-authored-by: Mishig Davaadorj <dmishig@gmail.com>
Co-authored-by: Acciaro Gennaro Daniele <acciarogennaro@gmail.com>

* Revert "Bump release (#566)" (#567)

This reverts commit cccc2c91ac8e702e5e14bbb0419dbf0490c7aaaf.

* updated documentation links

* [doc build] Use secrets (#581)

* docs: fix broken links

* changed 'perspires' to 'persists' in chapter 1 quiz

solves issue #585

* Update 4.mdx

You forgot to write a return for this function.

* Update 4.mdx : Fix Typo

Should be "course"

* fix link

* Update 2.mdx

updated loading datasets link

* Update 2.mdx

updated loading datasets link

* Update 2.mdx

updated loading datasets link

* Update 2.mdx

updated loading datasets link

* Update 2.mdx

updated loading datasets link

* Update 2.mdx

updated loading datasets link

* Update 2.mdx

updated loading datasets link

* Update 2.mdx

updated loading datasets link

* Update 2.mdx

updated loading datasets link

* Update 2.mdx

updated loading datasets link

* Update 2.mdx

updated loading datasets link

* Update 2.mdx

updated loading datasets link

* Fix syntax in vi/chapter7/7.mdx

There was an unnecessary `</Tip>`

* Remove `get_lr()` from logs which refers to nonexistent function

`get_lr()` is called as part of this function, but the function is not declared anywhere in the script. This change removes this portion of the code since it is non-necessary.

* Update 4.mdx

removed judgmental argument

* Update en-version

* fix: remove useless token

* fix: remove useless token (#635)

* Translate Chapter 3 to Spanish (#510)

* translate Chapter 3 to Spanish

* translate code comments to Spanish and fix typos

* Translating Chapter 6 to Spanish (#523)

* Translating sections 1 and 2 to spanish

* Translating sections 3 to spanish

* Translating sections 3b to spanish

* Translating sections 4 to spanish

* Translating section 5 to spanish

* Translating section 6 to spanish

* Translating section 7 to spanish

* Translating section 8 to spanish

* Translating section 9 to spanish

* Translating section 10 to spanish

* Adding Sections to _toctree.yml

* Fixing Typos after second review

---------

Co-authored-by: datacubeR <datacuber@pop-os.localdomain>

* Update 5.mdx

Ajuste na tradução de "encoders". São "codificadores", não "decodificadores". Decoders são "decodificadores".

* finalize de_ch_4_part2

* add ch 4 parts to table of contents

* Update doc CI (#643)

* Фиксация текущих результатов.

* Фиксирую текущее состояние.

* Fixing the transfer results for today.

* Translated files 3b and partially 4. Fixing the result.

* Fixing today's translation.

* fix typos in Spanish translation (#511)

* Fixing today's translation. Files: 6.mdx, 7.mdx and half of 8.mdx.

* The translation of chapter 6 has been completed.

* Delete chapters/en/.ipynb_checkpoints/_toctree-checkpoint.yml

This is backup created by JupyterLab.

* Delete chapters/en/chapter5/.ipynb_checkpoints/8-checkpoint.mdx

This is backup created by JupyterLab.

* Delete chapters/en/chapter6/.ipynb_checkpoints/1-checkpoint.mdx

This is backup created by JupyterLab.

* Delete chapters/en/chapter6/.ipynb_checkpoints/2-checkpoint.mdx

This is backup created by JupyterLab.

* Delete chapters/en/chapter6/.ipynb_checkpoints/8-checkpoint.mdx

This is backup created by JupyterLab.

* Delete chapters/en/chapter6/.ipynb_checkpoints/9-checkpoint.mdx

This is backup created by JupyterLab.

* Delete chapters/ru/.ipynb_checkpoints/TRANSLATING-checkpoint.txt

This is backup created by JupyterLab.

* Delete chapters/ru/.ipynb_checkpoints/_toctree-checkpoint.yml

This is backup created by JupyterLab.

* Delete chapters/ru/chapter5/.ipynb_checkpoints/8-checkpoint.mdx

This is backup created by JupyterLab.

* Update 10.mdx

Minor fix.

* Update 10.mdx

Trying to solve the markup problem.

* Update 10.mdx

Correcting the syntax of some markup again)

* Update chapters/ru/chapter6/4.mdx

Yes, that space is redundant here. You're right about that.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/chapter6/4.mdx

Extra space. I overlooked it. My mistake.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/chapter6/3.mdx

There's an extra space here. You're right.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/chapter6/3.mdx

There's an extra space here. You're right.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/chapter6/3b.mdx

Yeah, there's no need for a space here.

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* Update chapters/ru/chapter6/3.mdx

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* Update 3.mdx

* Update 7.mdx

Translated the comments noted on the review.

* Update 3.mdx

Translated the missing comments in the code.

* Update chapters/ru/chapter6/3b.mdx

Yes, an extra space.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/chapter6/5.mdx

Minor fix.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Completed the translation of the first part of Chapter 7 into Russian.

* After run python utils/code_formatter.py

* Update chapters/ru/chapter7/1.mdx

Extra space.

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* Update chapters/ru/chapter7/2.mdx

Extra space. I didn't notice.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/chapter7/2.mdx

Extra space. I didn't notice.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/chapter7/2.mdx

Yes, indeed, I ate the space bar)))))

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/chapter7/5.mdx

There's that extra space again.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/chapter7/5.mdx

There's that extra space again that I didn't notice.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/chapter7/5.mdx

Extra space.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update 5.mdx

Translated the missing comment.

* Update chapters/ru/chapter7/4.mdx

Extra space.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update 2.mdx

Translated the missing comment in the code

* Update 2.mdx

Translated the missing sentence.

* Update 3.mdx

Translated the missing sentence.

* Update 3.mdx

I agree, it sounds more neutral that way.

* Update chapters/ru/chapter7/3.mdx

An unnecessary parenthesis.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/chapter7/3.mdx

Also an option, but we've translated it as "карточка модели" a lot of places.

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* Update chapters/ru/chapter7/3.mdx

Extra space.

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* Update 3.mdx

Translated the missing comment in the code.

* Update chapters/ru/chapter7/3.mdx

Extra sapce.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/chapter7/4.mdx

Extra space.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update 4.mdx

Translated the missing comment in the code.

* Update 5.mdx

Added and translated the missing sentence: "Since the collator expects a list of dicts, where each dict represents a single example in the dataset, we also need to wrangle the data into the expected format before passing it to the data collator:"

* Update 5.mdx

Edit the display of the table on the course page.

* fixed links to other chapters

* fixed links to chapters' intros

* I added myself to the Languages and translations table.

* Deleted unnecessary folder automatically created by JupyterLab.

* Fix links to HF docs

* Finalizing the translation of chapter 7.

* Update 6.mdx

Extra space

* Update 7.mdx

Extra space

* Update chapters/ru/chapter7/6.mdx

Correcting a link

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/chapter7/6.mdx

Correcting a link

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/chapter7/6.mdx

Correcting a link

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/chapter7/7.mdx

Correcting a link

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/chapter7/6.mdx

Correcting a link

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/chapter7/7.mdx

Correcting a link

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/chapter7/7.mdx

Correcting a link

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/chapter7/8.mdx

Correction of abbreviation - NLP

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* Update 7.mdx

Translated the code commentary

* Update 6.mdx

Translated the missing sentence.

* Update chapters/ru/chapter7/7.mdx

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update 6.mdx

* Update chapters/ru/chapter7/6.mdx

Correcting a link

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/chapter7/7.mdx

Correcting a link

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/chapter7/6.mdx

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* 8/1-2 done

* 8/3 finished

* 8/4 finished

* fix typo

* toc update

* typos fixed

* removed english text

* 8/5 finished

* 8/6-7 finished

* fix and update toc

* chapter8/1 fixed

* chapter8/2 fixed

* chapter8/3 fixed

* chapter8/4 fixed

* chapter8/5 fixed

* fix title 8/5

* fix title 8/5 in toc

* Update _toctree.yml title 8

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Bump black (#671)

* fix unexpected token in quiz

* 8/2 fixed

* 8/3 fixed

* 8/4_tf fixed

* Added translation of chapter 9 and Course Events.

* Added translation of chapter 9 and Course Events.

* Update chapters/ru/chapter9/6.mdx

OK

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* Update chapters/ru/chapter9/7.mdx

OK

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/chapter9/7.mdx

OK

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* Update chapters/ru/events/2.mdx

I agree.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/1.mdx

I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/2.mdx

I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/2.mdx

I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/2.mdx

I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/2.mdx

Sorry. I was hasty and made an incorrect assumption)))

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* Update chapters/ru/events/1.mdx

I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/1.mdx

I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/1.mdx

I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/1.mdx

I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/2.mdx

I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/1.mdx

I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/1.mdx

I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/1.mdx

I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/1.mdx

I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/1.mdx

I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/1.mdx

I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/1.mdx

I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/1.mdx

Removing tag. I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/1.mdx

Removing tag. I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/2.mdx

Removing tag. I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/2.mdx

Removing tag. I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/2.mdx

Removing tag. I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/2.mdx

Removing tag. I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/2.mdx

Removing tag. I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/2.mdx

Removing tag. I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/2.mdx

Removing tag. I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/2.mdx

Removing tag. I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/2.mdx

Removing tag. I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/2.mdx

Removing tag. I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/2.mdx

Removing tag. I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/2.mdx

Removing tag. I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/2.mdx

Removing tag. I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/2.mdx

Removing tag. I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/2.mdx

Removing tag. I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/2.mdx

Removing tag. I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/2.mdx

Removing tag. I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/2.mdx

Removing tag. I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/2.mdx

Removing tag. I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/2.mdx

Removing tag. I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/2.mdx

Removing tag. I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/2.mdx

Removing tag. I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/2.mdx

Removing tag. I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/2.mdx

Removing tag. I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Update chapters/ru/events/2.mdx

Removing tag. I agree with you.

Co-authored-by: Maria Khalusova <kafooster@gmail.com>

* Capture the current state of the translation. Two files are translated: , .  Corrections to the table of contents.

* Made a full translation of Chapter 2.

* Fix problem in .

* Deleting JupyterLab backup files.

* Update 8.mdx

Correcting problems in file.

* Update 8.mdx

Translated a missing piece of text in English.

* remove original sentence

* Update chapters/ru/chapter2/2.mdx

OK.

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* Update chapters/ru/chapter2/2.mdx

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* Update chapters/ru/chapter2/4.mdx

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* Update chapters/ru/chapter2/5.mdx

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* Update chapters/ru/chapter2/5.mdx

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* Update chapters/ru/chapter2/5.mdx

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* Update chapters/ru/chapter2/5.mdx

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* Update chapters/ru/chapter2/2.mdx

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* Update 2.mdx

* Update 2.mdx

* Update chapters/ru/chapter2/2.mdx

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* Update 2.mdx

* Update chapters/ru/chapter2/2.mdx

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* Update chapters/ru/chapter2/3.mdx

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* Update chapters/ru/chapter2/4.mdx

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* Update 4.mdx

---------

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91 people authored Feb 15, 2024

1 parent 7a98d35 commit 40c51fb

chapters/de/_toctree.yml

-Original file line number
+Diff line change
@@ Expand Up / @@ -52,6 +52,13 @@ @@
         title: Verwendung vortrainierter Modelle
       - local: chapter4/3
         title: Vortrainierte Modelle teilen
+      - local: chapter4/4
+        title: Erstellung einer Modellkarte ("model card")
+      - local: chapter4/5
+        title: Teil 1 abgeschlossen!
+      - local: chapter4/6
+        title: Quiz am Ende des Kapitels
+        quiz: 4
     - title: Wörterverzeichnis
       sections:
@@ Expand Down @@

chapters/de/chapter4/4.mdx

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+    # Erstellung einer Modellkarte ("model card")
+    <CourseFloatingBanner
+        chapter={4}
+        classNames="absolute z-10 right-0 top-0"
+    />
+    Die Modellkarte (Steckbrief) ist eine Datei, die wahrscheinlich genauso wichtig wie das Modell und der Tokenizer in dem Modell-Repository ist.
+    Da liegt die zentrale Definition vom Modell und sie trägt dazu bei, dass andere Menschen der Community das wiederverwenden und die Ergebnisse reproduzieren können – also das ist die Basis, auf der Andere ihre Artifakte bauen können.
+    Die Dokumentation zum Modell- Training und Evaluierung hilft anderen Nutzer:innen zu verstehen, was sie vom Modell erwarten sollten.
+    Ausreichende Information zu der Vor- und Nachaufarbeitung der Daten dient auch dazu, dass man die Einschränkungen, Biases und den Kontext identifizieren kann, wann das Modell nützlich ist und wann nicht.
+    Deswegen ist die Erstellung einer klar definierten Modellkarte ein sehr wichtiger Schritt. Hier geben wir ein Paar Hinweise, die dir dabei helfen könnten. Die Modellkarte wird durch eine *README.md* Datei (eine Markdown Datei) kreiert, die du schonmal gesehen hast.
+    Das Konzept von Modellkarte ("model card") stammt aus einer Forschungsrichtung bei Google, die zuerst in dem Paper ["Model Cards for Model Reporting"](https://arxiv.org/abs/1810.03993) von Margaret Mitchell et al erschien. Vieles von dem, was hier steht, basiert auf dem Paper und wir empfehlen dir, das Paper zu lesen, um besser zu verstehen, warum Modellkarten so wichtig sind, wenn man Wert auf Reproduzierbarkeit, Wiederverwendbarkeit und Fairness legt.
+    Eine Modellkarte fängt mit einer kurzen, große Übersicht davon, was das Modell kann plus einige Details in den folgenden Abschnitte:
+    - Modell-Beschreibung
+    - Beabsichtigte Nutzung und Einschränkungen
+    - Modell-Bedienung
+    - Einschränkungen und Bias
+    - Trainingsdaten
+    - Trainingsverfahren
+    - Evaluierungsergebnisse
+    Lass uns anschauen, was genau in jedem Abschnitt stehen sollte.
+    ### Modell-Beschreibung
+    Die Modellbeschreibung enthält grundlegende Details zum Modell. Dazu gehören die Architektur, die Version, ob es in einem Paper vorgestellt wurde, ob eine Originalimplementierung verfügbar ist, der Autor und allgemeine Informationen über das Modell. Eventuelle Urheberrechte sind hier anzugeben. In diesem Abschnitt können auch allgemeine Informationen zu Trainingsverfahren, Parametern und wichtigen Haftungsausschlüssen erwähnt werden.
+    ### Verwendungszweck und Einschränkungen
+    Hier beschreibst du die angedachten Anwendungsfälle fürs Modell, einschließlich der Sprachen, Felder und Domänen, in denen es angewendet werden kann. In diesem Abschnitt der Modellkarte können auch Bereiche dokumentiert werden, die bekanntermaßen außerhalb des Anwendungsbereichs des Modells liegen oder in denen die Leistung wahrscheinlich nicht optimal ist.
+    ### Modell-Bedienung
+    Dieser Abschnitt sollte einige Beispiele für die Verwendung des Modells enthalten. Dies kann die Verwendung der Funktion `pipeline()`, die Verwendung der Modell- und Tokenizer-Klassen und jeden anderen Code zeigen, der deiner Meinung nach hilfreich sein könnte.
+    ### Trainingsdaten
+    In diesem Teil sollte angegeben werden, auf welchen Datensatz bzw. Datensätze das Modell trainiert wurde. Eine kurze Beschreibung des Datensatzes/der Datensätze ist ebenfalls willkommen.
+    ### Trainingsverfahren
+    In diesem Abschnitt solltest du alle relevanten Aspekte des Modelltrainingsverfahren beschreiben, die für die Reproduzierbarkeit nützlich sind. Dazu gehören alle Vor- und Nachbearbeitungen, die an den Daten durchgeführt wurden, sowie Details wie die Anzahl der Trainingsepochene, Batch-Größe, die Lernrate usw.
+    ### Variablen und Metriken
+    Hier solltest du die Bewertungsmetriken beschreiben und die verschiedenen Faktoren, die du dabei mit berücksichtigst. Durch die Angabe, welche Metrik(en) verwendet wurden, für welchen Datensatz und welche Datensatzaufteilung, kannst du die Leistung deines Modells leicht mit der anderer Modelle vergleichen. Diese sollten durch die vorherigen Abschnitte informiert werden, wie z. B. die beabsichtigten Benutzer und Anwendungsfälle.
+    ### Evaluierungsergebnisse
+    Abschließend gibst du an, wie gut das Modell mit dem Bewertungsdatensatz abschneidet. Wenn das Modell einen Entscheidungsschwellenwert verwendet, gib entweder den in der Bewertung verwendeten Entscheidungsschwellenwert an oder mach Angaben zur Bewertung bei verschiedenen Schwellenwerten für die beabsichtigten Verwendungszwecke.
+    ## Beispiel
+    Im Folgenden findest du einige Beispiele von guten Modellkarten:
+    - [`bert-base-cased`](https://huggingface.co/bert-base-cased)
+    - [`gpt2`](https://huggingface.co/gpt2)
+    - [`distilbert`](https://huggingface.co/distilbert-base-uncased)
+    Mehr Beispiele von verschiedene Organisationen/Firmen sind hier verfügbar [here](https://github.com/huggingface/model_card/blob/master/examples.md).
+    ## Hinweis
+    Modellkarten sind bei der Veröffentlichung von Modellen nicht erforderlich und du musst bei der Erstellung nicht alle oben beschriebenen Abschnitte einbeziehen. Allerdings kann eine explizite Dokumentation des Modells künftigen Nutzern nur nützen, daher empfehlen wir dir, so viele Abschnitte wie möglich nach bestem Wissen und Gewissen auszufüllen.
+    ## Modellkarte-Metadaten
+    Wenn du den Hugging Face Hub ein wenig erkundet hast, solltest du gesehen haben, dass einige Modelle zu bestimmten Kategorien gehören: Du kannst sie nach Aufgaben, Sprachen, Bibliotheken und mehr filtern. Die Kategorien, zu denen ein Modell gehört, werden anhand der Metadaten identifiziert, die du im Kopf der Modellkarte hinzufügst.
+    Zum Beispiel sieh dir dieses an [`camembert-base` model card](https://huggingface.co/camembert-base/blob/main/README.md). Du solltest folgende Zeilen auf der Modellkarte sehen:
+    ```
+    ---
+    language: fr
+    license: mit
+    datasets:
+    - oscar
+    ---
+    ```
+    Diese Metadaten werden vom Hugging Face Hub analysiert, der dieses Modell dann als französisches Modell mit einer MIT-Lizenz identifiziert, das auf dem Oscar-Datensatz trainiert wurde.
+    Die vollständige [Modellkarte](https://github.com/huggingface/hub-docs/blame/main/modelcard.md) ermöglicht die Angabe von Sprachen, Lizenzen, Tags, Datensätzen, Metriken sowie den Bewertungsergebnissen, die das Modell wann erhalten hat Ausbildung.

chapters/de/chapter4/5.mdx

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+    # Teil 1 abgeschlossen!
+    <CourseFloatingBanner
+        chapter={4}
+        classNames="absolute z-10 right-0 top-0"
+    />
+    Dies ist das Ende des ersten Teils des Kurses! Teil 2 wird am 15. November mit einem großen Community-Event veröffentlicht, weitere Informationen findest du [hier](https://huggingface.co/blog/course-launch-event).
+    Du solltest nun in der Lage sein, ein vorab trainiertes Modell für ein Textklassifizierungsproblem (einzelne Sätze oder Satzpaare) zu optimieren und das Ergebnis in den Model Hub hochzuladen. Um sicherzustellen, dass du diesen ersten Abschnitt beherrschst, solltest du genau das an einem Problem verwenden, das dich interessiert (und nicht unbedingt auf Englisch, wenn Sie eine andere Sprache sprechen)! Hilfe findest du in den [Hugging Face-Foren](https://discuss.huggingface.co/) und du kannst dein Projekt in [diesem Thema](https://discuss.huggingface.co/t/share-your-projects) teilen /6803), sobald du damit fertig bist.
+    Wir freuen uns darauf, zu sehen, was du alles damit baust!

chapters/de/chapter4/6.mdx

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+    <FrameworkSwitchCourse {fw} />
+    <!-- DISABLE-FRONTMATTER-SECTIONS -->
+    # Quiz am Ende des Kapitels
+    <CourseFloatingBanner
+        chapter={4}
+        classNames="absolute z-10 right-0 top-0"
+    />
+    Lass uns testen, was du im vorheringen Kapitel gelernt hast!
+    ### 1. Auf welche Modelle sind die Hub-Modelle beschränkt?
+    <Question
+    	choices={[
+    		{
+    			text: "Modelle aus der 🤗 Transformers Bibliothek.",
+    			explain: "Obwohl Modelle aus der 🤗 Transformers-Bibliothek auf dem Hugging Face Hub unterstützt werden, sind sie nicht die einzigen!"
+    		},
+    		{
+    			text: "Alle Modelle mit einer ähnlichen Schnittstelle (Interface) wie 🤗 Transformers.",
+    			explain: "Beim Hochladen von Modellen auf den Hugging Face Hub werden keine Schnittstellenanforderungen festgelegt."
+    		},
+    		{
+    			text: "Es gibt keine",
+    			explain: "Korrekt! Es gibt keine Einschränkungen, um Modelle auf den Hub hochzuladen",
+                correct: true
+    		},
+            {
+    			text: "Modelle, die in irgendeiner Weise mit NLP zu tun haben",
+    			explain: "Es werden keine Anforderungen an den Einsatzbereich gestellt!"
+    		}
+    	]}
+    />
+    ### 2. Wie kannst du die Modelle auf dem Hub verwalten?
+    <Question
+    	choices={[
+    		{
+    			text: "Durch einen GCP-Account.",
+    			explain: "Inkorrekt!"
+    		},
+    		{
+    			text: "Durch Peer-to-Peer-Verteilung.",
+    			explain: "Inkorrekt!"
+    		},
+    		{
+    			text: "Durch git und git-lfs.",
+    			explain: "Korrekt! Modelle auf dem Hub sind einfach Git-Repositories, die für große Dateien <code>git-lfs</code> benutzen.",
+                correct: true
+    		}
+    	]}
+    />
+    ### 3. Was kannst du mit der Hugging Face Hub-Weboberfläche tun?
+    <Question
+    	choices={[
+    		{
+    			text: "Ein vorhandenes Repository forken.",
+    			explain: "Das Forken eines Repositorys ist auf dem Hugging Face Hub nicht möglich."
+    		},
+    		{
+    			text: "Ein neues Modell-Repository erstellen.",
+    			explain: "Richtig! Das ist jedoch nicht alles, was Sie tun können.",
+                correct: true
+    		},
+    		{
+    			text: "Dateien editieren und verwalten.",
+    			explain: "Richtig! Das ist aber nicht die einzige Antwort.",
+                correct: true
+    		},
+            {
+    			text: "Dateien hochladen.",
+    			explain: "Korrekt! Aber das ist nicht alles.",
+                correct: true
+    		},
+            {
+    			text: "Unterschiede zwischen Versionen sehen.",
+    			explain: "Korrekt! Aber das ist nicht alles.",
+                correct: true
+    		}
+    	]}
+    />
+    ### 4. Was ist eine Modellkarte?
+    <Question
+    	choices={[
+    		{
+    			text: "Eine grobe Beschreibung des Modells, daher weniger wichtig als die Modell- und Tokenizer-Dateien.",
+    			explain: "Es ist zwar eine Beschreibung des Modells, aber es ist ein wichtiger Teil: Wenn es unvollständig ist oder fehlt, wird der Nutzen des Modells drastisch reduziert."
+    		},
+    		{
+    			text: "Eine Möglichkeit, Reproduzierbarkeit, Wiederverwendbarkeit und Fairness sicherzustellen.",
+    			explain: "Richtig! Das Teilen der richtigen Informationen auf der Modellkarte hilft Benutzern, dein Modell zu nutzen und sich seiner Grenzen und Vorurteile bewusst zu werden.",
+                correct: true
+    		},
+    		{
+    			text: "Eine Python-Datei, die ausgeführt werden kann, um Informationen zum Modell zu holen",
+    			explain: "Modellkarten sind einfache Markdown-Dateien."
+    		}
+    	]}
+    />
+    ### 5. Welche dieser Objekte der 🤗 Transformers-Bibliothek können mit `push_to_hub()` direkt auf dem Hub geteilt werden?
+    {#if fw === 'pt'}
+    <Question
+    	choices={[
+    		{
+    			text: "Ein Tokenizer",
+    			explain: "Richtig! Alle Tokenizer verfügen über die Methode <code>push_to_hub</code>, und wenn su sie verwendest, werden alle Tokenizer-Dateien (Vokabular, Architektur des Tokenizers usw.) in ein bestimmtes Repo verschoben. Aber das ist nicht die einzig richtige Antwort!",
+                correct: true
+    		},
+    		{
+    			text: "Eine Modell-Konfiguration",
+    			explain: "Richtig! Alle Modellkonfigurationen verfügen über die Methode <code>push_to_hub</code>, und wenn Sie sie verwenden, werden sie an ein bestimmtes Repo gepusht. Was kannst du sonst noch teilen?",
+                correct: true
+    		},
+    		{
+    			text: "Ein Model",
+    			explain: "Richtig! Alle Modelle verfügen über die Methode <code>push_to_hub</code>, und wenn du sie verwendest, werden sie und ihre Konfigurationsdateien in ein bestimmtes Repo gepusht. Das ist jedoch nicht alles, was du teilen kannst.",
+                correct: true
+    		},
+            {
+    			text: "Ein Trainer",
+    			explain: "Das ist richtig – der <code>Trainer</code> implementiert auch die Methode <code>push_to_hub</code> und lädt mit dieser Methode das Modell, seine Konfiguration, den Tokenizer und einen Modellkartenentwurf auf einen gegebenen Server hoch repo. Versuch es auch mit einer anderen Antwort!",
+                correct: true
+    		}
+    	]}
+    />
+    {:else}
+    <Question
+    	choices={[
+    		{
+    			text: "Ein tokenizer",
+    			explain: "Correct! All tokenizers have the <code>push_to_hub</code> method, and using it will push all the tokenizer files (vocabulary, architecture of the tokenizer, etc.) to a given repo. That's not the only right answer, though!",
+    			explain: "Richtig! Alle Tokenizer verfügen über die Methode <code>push_to_hub</code>, und wenn du sie verwendest, werden alle Tokenizer-Dateien (Vokabular, Architektur des Tokenizers usw.) in ein bestimmtes Repo verschoben. Das ist aber nicht die einzige richtige Antwort!",
+                correct: true
+    		},
+    		{
+    			text: "Eine Modell-Konfiguration",
+    			explain: "Right! All model configurations have the <code>push_to_hub</code> method, and using it will push them to a given repo. What else can you share?",
+    			explain: "Richtig! Alle Modellkonfigurationen verfügen über die Methode <code>push_to_hub</code>, und wenn du sie verwendest, werden sie an ein bestimmtes Repo gepusht. Was kannst du sonst noch teilen?",
+                correct: true
+    		},
+    		{
+    			text: "Ein Modell",
+    			explain: "Richtig! Alle Modelle verfügen über die Methode <code>push_to_hub</code>, und wenn du sie verwendest, werden sie und ihre Konfigurationsdateien in ein bestimmtes Repo gepusht. Das ist jedoch nicht alles, was du teilen kannst.",
+                correct: true
+    		},
+    		{
+    			text: "Alles oben mit einem speziellen `Callback`",
+    			explain: "Das ist richtig – der <code>PushToHubCallback</code> sendet während des Trainings regelmäßig alle diese Objekte an ein Repo.",
+                correct: true
+    		}
+    	]}
+    />
+    {/if}
+    ### 6. Was ist der erste Schritt bei Verwendung der Methode `push_to_hub()` oder der CLI-Tools?
+    <Question
+    	choices={[
+    		{
+    			text: "Login auf der Website.",
+    			explain: "Das hilft auf deinem lokalen Rechner nicht."
+    		},
+    		{
+    			text: "'huggingface-cli login' im Terminal auszuführen.",
+    			explain: "Richtig – dadurch wird dein persönlicher Token heruntergeladen und zwischengespeichert.",
+                correct: true
+    		},
+    		{
+    			text: "'notebook_login()' im Notebook auszuführen.",
+    			explain: "Richtig – es wird ein Widget angezeigt, mit dem du dichh authentifizieren kannst.",
+                correct: true
+    		},
+    	]}
+    />
+    ### 7. Du verwendest ein Modell und einen Tokenizer – wie kannst du diese auf den Hub hochladen?
+    <Question
+    	choices={[
+    		{
+    			text: "Mittels der push_to_hub Methode direkt auf dem Model und dem Tokenizer.",
+    			explain: "Korrekt!",
+                correct: true
+    		},
+    		{
+    			text: "Innerhalb der Python-Runtime, indem man sie in ein <code>huggingface_hub</code>-Dienstprogramm einschließt.",
+    			explain: "Modelle und Tokenizer profitieren bereits von den Dienstprogrammen <code>huggingface_hub</code>: kein zusätzlicher Wrapping erforderlich!"
+    		},
+    		{
+    			text: "Indem du sie auf der Festplatte speicherst und <code>transformers-cli upload-model</code> aufrufst",
+    			explain: "Der Befehl <code>upload-model</code> existiert nicht."
+    		}
+    	]}
+    />
+    ### 8. Welche Git-Operationen kann man mit der Klasse „Repository“ ausführen?
+    <Question
+    	choices={[
+    		{
+    			text: "Ein Commit.",
+    			explain: "Richtig, dafür ist die <code>git_commit()</code> Methode da.",
+                correct: true
+    		},
+    		{
+    			text: "Ein Pull",
+    			explain: "Das ist der Zweck der <code>git_pull()</code> Methode.",
+                correct: true
+    		},
+    		{
+    			text: "Ein Push",
+    			explain: "Die Methode <code>git_push()</code> macht das.",
+                correct: true
+    		},
+    		{
+    			text: "Ein Merge",
+    			explain: "Nein, die Operation wird mit dieser API nie möglich sein."
+    		}
+    	]}
+    />

chapters/ru/_toctree.yml

            
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      - local: chapter1/10

        title: Проверка знаний

    - title: 2. Использование библиотеки 🤗 Transformers

    - title: 2. Использование 🤗 Transformers

      sections:

      - local: chapter2/1

        title: Введение

      - local: chapter2/2

        title: Внутри конвейера

        title: За конвейером

      - local: chapter2/3

        title: Модели

      - local: chapter2/4

        title: Токенизаторы

      - local: chapter2/5

        title: Обработка множественных последовательностей

      - local: chapter2/6

        title: Собираем все воедино

      - local: chapter2/7

        title: Базовое использование завершено!

      - local: chapter2/8

        title: Итоговый тест по главе

        quiz: 2

    - title: 3. Fine-tuning предобученной модели

      sections:

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