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* 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 (#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 aebb46e, reversing
changes made to 69187a3.

* Revert "zh-CN - Chapter 6finished"

This reverts commit e69fce2.

* 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>
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35 changes: 21 additions & 14 deletions README.md
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Expand Up @@ -4,20 +4,27 @@ This repo contains the content that's used to create the **[Hugging Face course]

## 🌎 Languages and translations

| Language | Source | Authors |
|:-------------------------------------------------------|:-----------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| [English](https://huggingface.co/course/en/chapter1/1) | [`chapters/en`](https://github.com/huggingface/course/tree/main/chapters/en) | [@sgugger](https://github.com/sgugger), [@lewtun](https://github.com/lewtun), [@LysandreJik](https://github.com/LysandreJik), [@Rocketknight1](https://github.com/Rocketknight1), [@sashavor](https://github.com/sashavor), [@osanseviero](https://github.com/osanseviero), [@SaulLu](https://github.com/SaulLu), [@lvwerra](https://github.com/lvwerra) |
| [Chinese (simplified)](https://huggingface.co/course/zh/chapter1/1) (WIP) | [`chapters/zh`](https://github.com/huggingface/course/tree/main/chapters/zh) | [@zhlhyx](https://github.com/zhlhyx), [petrichor1122](https://github.com/petrichor1122), [@1375626371](https://github.com/1375626371) |
| [French](https://huggingface.co/course/fr/chapter1/1) (WIP) | [`chapters/fr`](https://github.com/huggingface/course/tree/main/chapters/fr) | [@lbourdois](https://github.com/lbourdois), [@ChainYo](https://github.com/ChainYo), [@melaniedrevet](https://github.com/melaniedrevet), [@abdouaziz](https://github.com/abdouaziz) |
| [Gujarati](https://huggingface.co/course/gu/chapter1/1) (WIP) | [`chapters/gu`](https://github.com/huggingface/course/tree/main/chapters/gu) | [@pandyaved98](https://github.com/pandyaved98) |
| [Hindi](https://huggingface.co/course/hi/chapter1/1) (WIP) | [`chapters/hi`](https://github.com/huggingface/course/tree/main/chapters/hi) | [@pandyaved98](https://github.com/pandyaved98) |
| [Korean](https://huggingface.co/course/ko/chapter1/1) (WIP) | [`chapters/ko`](https://github.com/huggingface/course/tree/main/chapters/ko) | [@Doohae](https://github.com/Doohae) |
| [Persian](https://huggingface.co/course/fa/chapter1/1) (WIP) | [`chapters/fa`](https://github.com/huggingface/course/tree/main/chapters/fa) | [@jowharshamshiri](https://github.com/jowharshamshiri), [@schoobani](https://github.com/schoobani) |
| [Portuguese](https://huggingface.co/course/pt/chapter1/1) (WIP) | [`chapters/pt`](https://github.com/huggingface/course/tree/main/chapters/pt) | [@johnnv1](https://github.com/johnnv1), [@victorescosta](https://github.com/victorescosta), [@LincolnVS](https://github.com/LincolnVS) |
| [Russian](https://huggingface.co/course/ru/chapter1/1) (WIP) | [`chapters/ru`](https://github.com/huggingface/course/tree/main/chapters/ru) | [@pdumin](https://github.com/pdumin), [@svv73](https://github.com/svv73) |
| [Spanish](https://huggingface.co/course/es/chapter1/1) (WIP) | [`chapters/es`](https://github.com/huggingface/course/tree/main/chapters/es) | [@camartinezbu](https://github.com/camartinezbu), [@munozariasjm](https://github.com/munozariasjm), [@fordaz](https://github.com/fordaz) |
| [Thai](https://huggingface.co/course/th/chapter1/1) (WIP) | [`chapters/th`](https://github.com/huggingface/course/tree/main/chapters/th) | [@peeraponw](https://github.com/peeraponw), [@a-krirk](https://github.com/a-krirk), [@jomariya23156](https://github.com/jomariya23156), [@ckingkan](https://github.com/ckingkan) |
| [Turkish](https://huggingface.co/course/tr/chapter1/1) (WIP) | [`chapters/tr`](https://github.com/huggingface/course/tree/main/chapters/tr) | [@tanersekmen](https://github.com/tanersekmen), [@mertbozkir](https://github.com/mertbozkir), [@ftarlaci](https://github.com/ftarlaci), [@akkasayaz](https://github.com/akkasayaz) |
| Language | Source | Authors |
|:------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| [English](https://huggingface.co/course/en/chapter1/1) | [`chapters/en`](https://github.com/huggingface/course/tree/main/chapters/en) | [@sgugger](https://github.com/sgugger), [@lewtun](https://github.com/lewtun), [@LysandreJik](https://github.com/LysandreJik), [@Rocketknight1](https://github.com/Rocketknight1), [@sashavor](https://github.com/sashavor), [@osanseviero](https://github.com/osanseviero), [@SaulLu](https://github.com/SaulLu), [@lvwerra](https://github.com/lvwerra) |
| [Bengali](https://huggingface.co/course/bn/chapter1/1) (WIP) | [`chapters/bn`](https://github.com/huggingface/course/tree/main/chapters/bn) | [@avishek-018](https://github.com/avishek-018), [@eNipu](https://github.com/eNipu) |
| [German](https://huggingface.co/course/de/chapter1/1) (WIP) | [`chapters/de`](https://github.com/huggingface/course/tree/main/chapters/de) | [@JesperDramsch](https://github.com/JesperDramsch), [@MarcusFra](https://github.com/MarcusFra) |
| [Spanish](https://huggingface.co/course/es/chapter1/1) (WIP) | [`chapters/es`](https://github.com/huggingface/course/tree/main/chapters/es) | [@camartinezbu](https://github.com/camartinezbu), [@munozariasjm](https://github.com/munozariasjm), [@fordaz](https://github.com/fordaz) |
| [Persian](https://huggingface.co/course/fa/chapter1/1) (WIP) | [`chapters/fa`](https://github.com/huggingface/course/tree/main/chapters/fa) | [@jowharshamshiri](https://github.com/jowharshamshiri), [@schoobani](https://github.com/schoobani) |
| [French](https://huggingface.co/course/fr/chapter1/1) | [`chapters/fr`](https://github.com/huggingface/course/tree/main/chapters/fr) | [@lbourdois](https://github.com/lbourdois), [@ChainYo](https://github.com/ChainYo), [@melaniedrevet](https://github.com/melaniedrevet), [@abdouaziz](https://github.com/abdouaziz) |
| [Gujarati](https://huggingface.co/course/gu/chapter1/1) (WIP) | [`chapters/gu`](https://github.com/huggingface/course/tree/main/chapters/gu) | [@pandyaved98](https://github.com/pandyaved98) |
| [Hebrew](https://huggingface.co/course/he/chapter1/1) (WIP) | [`chapters/he`](https://github.com/huggingface/course/tree/main/chapters/he) | [@omer-dor](https://github.com/omer-dor) |
| [Hindi](https://huggingface.co/course/hi/chapter1/1) (WIP) | [`chapters/hi`](https://github.com/huggingface/course/tree/main/chapters/hi) | [@pandyaved98](https://github.com/pandyaved98) |
| [Italian](https://huggingface.co/course/it/chapter1/1) (WIP) | [`chapters/it`](https://github.com/huggingface/course/tree/main/chapters/it) | [@CaterinaBi](https://github.com/CaterinaBi), [@ClonedOne](https://github.com/ClonedOne), [@Nolanogenn](https://github.com/Nolanogenn), [@EdAbati](https://github.com/EdAbati), [@gdacciaro](https://github.com/gdacciaro) |
| [Japanese](https://huggingface.co/course/ja/chapter1/1) (WIP) | [`chapters/ja`](https://github.com/huggingface/course/tree/main/chapters/ja) | [@hiromu166](https://github.com/@hiromu166), [@younesbelkada](https://github.com/@younesbelkada), [@HiromuHota](https://github.com/@HiromuHota) |
| [Korean](https://huggingface.co/course/ko/chapter1/1) (WIP) | [`chapters/ko`](https://github.com/huggingface/course/tree/main/chapters/ko) | [@Doohae](https://github.com/Doohae) |
| [Portuguese](https://huggingface.co/course/pt/chapter1/1) (WIP) | [`chapters/pt`](https://github.com/huggingface/course/tree/main/chapters/pt) | [@johnnv1](https://github.com/johnnv1), [@victorescosta](https://github.com/victorescosta), [@LincolnVS](https://github.com/LincolnVS) |
| [Russian](https://huggingface.co/course/ru/chapter1/1) (WIP) | [`chapters/ru`](https://github.com/huggingface/course/tree/main/chapters/ru) | [@pdumin](https://github.com/pdumin), [@svv73](https://github.com/svv73) |
| [Thai](https://huggingface.co/course/th/chapter1/1) (WIP) | [`chapters/th`](https://github.com/huggingface/course/tree/main/chapters/th) | [@peeraponw](https://github.com/peeraponw), [@a-krirk](https://github.com/a-krirk), [@jomariya23156](https://github.com/jomariya23156), [@ckingkan](https://github.com/ckingkan) |
| [Turkish](https://huggingface.co/course/tr/chapter1/1) (WIP) | [`chapters/tr`](https://github.com/huggingface/course/tree/main/chapters/tr) | [@tanersekmen](https://github.com/tanersekmen), [@mertbozkir](https://github.com/mertbozkir), [@ftarlaci](https://github.com/ftarlaci), [@akkasayaz](https://github.com/akkasayaz) |
| [Vietnamese](https://huggingface.co/course/vi/chapter1/1) (WIP) | [`chapters/vi`](https://github.com/huggingface/course/tree/main/chapters/vi) | [@honghanhh](https://github.com/honghanhh) |
| [Chinese (simplified)](https://huggingface.co/course/zh-CN/chapter1/1) (WIP) | [`chapters/zh-CN`](https://github.com/huggingface/course/tree/main/chapters/zh-CN) | [@zhlhyx](https://github.com/zhlhyx), [petrichor1122](https://github.com/petrichor1122), [@1375626371](https://github.com/1375626371) |
| [Chinese (traditional)](https://huggingface.co/course/zh-TW/chapter1/1) (WIP) | [`chapters/zh-TW`](https://github.com/huggingface/course/tree/main/chapters/zh-TW) | [@davidpeng86](https://github.com/davidpeng86) |


### Translating the course into your language
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# ভূমিকা

<CourseFloatingBanner
chapter={1}
classNames="absolute z-10 right-0 top-0"
/>

## 🤗 কোর্সে স্বাগতম!

<Youtube id="00GKzGyWFEs" />
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@@ -1,5 +1,10 @@
# ভূমিকা

<CourseFloatingBanner
chapter={2}
classNames="absolute z-10 right-0 top-0"
/>

[অধ্যায় ১](/course/bn/chapter1) এ আমরা দেখে এসেছি যে Transformer মডেলগুলো সাধারণত অনেক বড় হয়। লাখ-লাখ কোটি-কোটি প্যারামিটার সম্বলিত এই মডেল গুলো কে ট্রেনিং এবং ডেপ্লয় করা বেশ জটিল ও কষ্টসাধ্য একটা কাজ। তাছাড়াও প্রায় প্রতিদিনই নতুন নতুন মডেল রিলিজ হচ্ছে এবং সবগুলোরই নিজস্ব বাস্তবায়ন রয়েছে। এই সবকিছু একসাথে এপ্লাই করা খুব সহজ একটা কাজ নয়।

এই 🤗 Transformers লাইব্রেরিটা বানানো হয়েছে এই সমস্যাগুলো সমাধান করার জন্য। এর আসল উদ্দেশ্য হলো এমন একটি API প্রদান করা যার মাধ্যমে যেকোনো Transformer মডেলকে লোড করা, ট্রেইন করা কিংবা সেভ করা যাবে। লাইব্রেরিটির আসল ফিচারগুলো হলঃ
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# Einführung

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In [Kapitel 2](/course/chapter2) haben wir behandelt, wie man Tokenizer und vortrainierte Modelle verwendet, um Vorhersagen zu treffen. Was passiert aber, wenn wir ein vortrainiertes Modell für unseren eigenen Datensatz optimieren möchten? Das ist das Thema dieses Kapitels! Folgendes wirst du lernen:

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# Fine-tuning eine Modells mit der Trainer API

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# Modell mit Keras fein-tunen

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# Komplettes Training

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# Fein-tunen, Check!

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Das hat Spaß gemacht! In den ersten beiden Kapiteln hast du etwas über Modelle und Tokenizer gelernt, und jetzt weißt du, wie du sie auf deine eigenen Daten fein-tunen kannst. Rekapitulieren wir, was du in diesem Kapitel gelernt hast:

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