# Course

## Docs

- [Quiz de sfârșit de capitol[[end-of-chapter-quiz]]](https://huggingface.co/learn/course/ro/chapter7/9.md)
- [Sumarizare[[summarization]]](https://huggingface.co/learn/course/ro/chapter7/5.md)
- [Introducere[[introduction]]](https://huggingface.co/learn/course/ro/chapter7/1.md)
- [Fine-tuningul la un masked language model[[fine-tuning-a-masked-language-model]]](https://huggingface.co/learn/course/ro/chapter7/3.md)
- [Antrenarea de la zero a unui model de limbaj cauzal[[training-a-causal-language-model-from-scratch]]](https://huggingface.co/learn/course/ro/chapter7/6.md)
- [Înțelegerea LLM-urilor[[mastering-llms]]](https://huggingface.co/learn/course/ro/chapter7/8.md)
- [Traducere[[translation]]](https://huggingface.co/learn/course/ro/chapter7/4.md)
- [Răspuns la întrebări[[question-answering]]](https://huggingface.co/learn/course/ro/chapter7/7.md)
- [Clasificarea tokenilor[[token-classification]]](https://huggingface.co/learn/course/ro/chapter7/2.md)
- [Partea 1 este completă!](https://huggingface.co/learn/course/ro/chapter4/5.md)
- [Platforma Hugging Face Hub[[the-hugging-face-hub]]](https://huggingface.co/learn/course/ro/chapter4/1.md)
- [Partajarea modelelor preantrenate[[sharing-pretrained-models]]](https://huggingface.co/learn/course/ro/chapter4/3.md)
- [Quiz la final de capitol[[end-of-chapter-quiz]]](https://huggingface.co/learn/course/ro/chapter4/6.md)
- [Crearea unui card de model[[building-a-model-card]]](https://huggingface.co/learn/course/ro/chapter4/4.md)
- [Utilizarea modelelor preantrenate[[using-pretrained-models]]](https://huggingface.co/learn/course/ro/chapter4/2.md)
- [Exercițiu Practic: Ajustează fin un model cu GRPO](https://huggingface.co/learn/course/ro/chapter12/5.md)
- [Open R1 pentru Studenți](https://huggingface.co/learn/course/ro/chapter12/1.md)
- [Înțelegerea Lucrării DeepSeek R1](https://huggingface.co/learn/course/ro/chapter12/3.md)
- [Exercițiu Practic: GRPO cu Unsloth](https://huggingface.co/learn/course/ro/chapter12/6.md)
- [Înțelegerea Avansată a Optimizării Relative a Politicii de Grup (GRPO) în DeepSeekMath](https://huggingface.co/learn/course/ro/chapter12/3a.md)
- [Implementarea GRPO în TRL](https://huggingface.co/learn/course/ro/chapter12/4.md)
- [În curând...](https://huggingface.co/learn/course/ro/chapter12/7.md)
- [Introducere în Învățarea prin Întărire și rolul acesteia în LLM-uri](https://huggingface.co/learn/course/ro/chapter12/2.md)
- [Fine-tuning, Check![[fine-tuning-check]]](https://huggingface.co/learn/course/ro/chapter3/5.md)
- [Introducere[[introducere]]](https://huggingface.co/learn/course/ro/chapter3/1.md)
- [Ajustarea unui model folosind Trainer API[[ajustarea-unui-model-folosind-trainer-api]]](https://huggingface.co/learn/course/ro/chapter3/3.md)
- [End-of-chapter quiz[[end-of-chapter-quiz]]](https://huggingface.co/learn/course/ro/chapter3/6.md)
- [Ajustarea unui model cu Keras[[ajustarea-unui-model-cu-keras]]](https://huggingface.co/learn/course/ro/chapter3/3_tf.md)
- [O instruire completă[[o-instruire-completă]]](https://huggingface.co/learn/course/ro/chapter3/4.md)
- [Prelucrarea datelor[[prelucrarea-datelor]]](https://huggingface.co/learn/course/ro/chapter3/2.md)
- [Folosiți setul de date adnotat[[folosiți-setul-de-date-adnotat]]](https://huggingface.co/learn/course/ro/chapter10/5.md)
- [Introducere în Argilla[[introducere-în-argilla]]](https://huggingface.co/learn/course/ro/chapter10/1.md)
- [Încărcați setul de date în Argilla[[încărcați-setul-de-date-în-argilla]]](https://huggingface.co/learn/course/ro/chapter10/3.md)
- [Argilla, terminat![[argilla-terminat]]](https://huggingface.co/learn/course/ro/chapter10/6.md)
- [Adnotați setul de date[[adnotați-setul-de-date]]](https://huggingface.co/learn/course/ro/chapter10/4.md)
- [Quiz de final de capitol[[quiz-de-final-de-capitol]]](https://huggingface.co/learn/course/ro/chapter10/7.md)
- [Configurați-vă instanța Argilla[[configurați-vă-instanța-argilla]]](https://huggingface.co/learn/course/ro/chapter10/2.md)
- [Cum să scrieți un issue bun[[cum-sa-scrieti-un-issue-bun]]](https://huggingface.co/learn/course/ro/chapter8/5.md)
- [Introducere[[introducere]]](https://huggingface.co/learn/course/ro/chapter8/1.md)
- [Cum să ceri ajutor pe forumuri[[cum-sa-ceri-ajutor-pe-forumuri]]](https://huggingface.co/learn/course/ro/chapter8/3.md)
- [Partea 2 completă![[partea-2-completa]]](https://huggingface.co/learn/course/ro/chapter8/6.md)
- [Debugging-ul pipeline-ului de antrenament[[debugging-pipeline-ului-de-antrenament]]](https://huggingface.co/learn/course/ro/chapter8/4.md)
- [Quiz de sfârșit de capitol[[quiz-de-sfarsit-de-capitol]]](https://huggingface.co/learn/course/ro/chapter8/7.md)
- [Debugging-ul pipeline-ului de antrenament[[debugging-pipeline-ului-de-antrenament]]](https://huggingface.co/learn/course/ro/chapter8/4_tf.md)
- [Ce să faci când primești o eroare[[ce-sa-fac-cand-primesti-o-eroare]]](https://huggingface.co/learn/course/ro/chapter8/2.md)
- [Quiz de final de capitol[[end-of-chapter-quiz]]](https://huggingface.co/learn/course/ro/chapter9/9.md)
- [Integrări cu Hugging Face Hub[[integrations-with-the-hugging-face-hub]]](https://huggingface.co/learn/course/ro/chapter9/5.md)
- [Introducere în Gradio[[introduction-to-gradio]]](https://huggingface.co/learn/course/ro/chapter9/1.md)
- [Înțelegerea clasei Interface[[understanding-the-interface-class]]](https://huggingface.co/learn/course/ro/chapter9/3.md)
- [Caracteristici avansate ale Interface[[advanced-interface-features]]](https://huggingface.co/learn/course/ro/chapter9/6.md)
- [Gradio, verificat![[gradio-check]]](https://huggingface.co/learn/course/ro/chapter9/8.md)
- [Partajarea demo-urilor cu alții[[sharing-demos-with-others]]](https://huggingface.co/learn/course/ro/chapter9/4.md)
- [Introducere în Gradio Blocks[[introduction-to-gradio-blocks]]](https://huggingface.co/learn/course/ro/chapter9/7.md)
- [Construirea primului tău demo[[building-your-first-demo]]](https://huggingface.co/learn/course/ro/chapter9/2.md)
- [Sesiuni live și workshop-uri[[sesiuni-live-si-workshop-uri]]](https://huggingface.co/learn/course/ro/events/1.md)
- [Petrecerea Gradio Blocks[[petrecerea-gradio-blocks]]](https://huggingface.co/learn/course/ro/events/3.md)
- [Evenimentul de lansare a părții 2[[evenimentul-de-lansare-a-partii-2]]](https://huggingface.co/learn/course/ro/events/2.md)
- [Tokenizeri, verificare![[tokenizers-check]]](https://huggingface.co/learn/course/ro/chapter6/9.md)
- [Tokenizarea Byte-Pair Encoding[[byte-pair-encoding-tokenization]]](https://huggingface.co/learn/course/ro/chapter6/5.md)
- [Introducere[[introducere]]](https://huggingface.co/learn/course/ro/chapter6/1.md)
- [Superputerile tokenizerilor rapizi[[fast-tokenizers-special-powers]]](https://huggingface.co/learn/course/ro/chapter6/3.md)
- [Tokenizarea WordPiece[[wordpiece-tokenization]]](https://huggingface.co/learn/course/ro/chapter6/6.md)
- [Quiz de sfârșit de capitol[[end-of-chapter-quiz]]](https://huggingface.co/learn/course/ro/chapter6/10.md)
- [Construirea unui tokenizer, bloc cu bloc[[building-a-tokenizer-block-by-block]]](https://huggingface.co/learn/course/ro/chapter6/8.md)
- [Normalizare și pre-tokenizare[[normalization-and-pre-tokenization]]](https://huggingface.co/learn/course/ro/chapter6/4.md)
- [Tokenizarea Unigram[[unigram-tokenization]]](https://huggingface.co/learn/course/ro/chapter6/7.md)
- [Tokenizerii rapizi în pipeline-ul de QA[[fast-tokenizers-in-the-qa-pipeline]]](https://huggingface.co/learn/course/ro/chapter6/3b.md)
- [Antrenarea unui nou tokenizer dintr-unul vechi[[training-a-new-tokenizer-from-an-old-one]]](https://huggingface.co/learn/course/ro/chapter6/2.md)
- [Evaluarea](https://huggingface.co/learn/course/ro/chapter11/5.md)
- [Fine-tuning supervizat](https://huggingface.co/learn/course/ro/chapter11/1.md)
- [Fine-tuning supervizat](https://huggingface.co/learn/course/ro/chapter11/3.md)
- [Concluzie](https://huggingface.co/learn/course/ro/chapter11/6.md)
- [LoRA (Adaptarea de rang scăzut)](https://huggingface.co/learn/course/ro/chapter11/4.md)
- [E timpul examenului!](https://huggingface.co/learn/course/ro/chapter11/7.md)
- [Template-uri de chat](https://huggingface.co/learn/course/ro/chapter11/2.md)
- [Crearea propriului tău dataset[[creating-your-own-dataset]]](https://huggingface.co/learn/course/ro/chapter5/5.md)
- [Introducere[[introduction]]](https://huggingface.co/learn/course/ro/chapter5/1.md)
- [E timpul să tăiem și să analizăm datele[[time-to-slice-and-dice]]](https://huggingface.co/learn/course/ro/chapter5/3.md)
- [Căutare semantică cu FAISS[[semantic-search-with-faiss]]](https://huggingface.co/learn/course/ro/chapter5/6.md)
- [Quiz de final de capitol[[end-of-chapter-quiz]]](https://huggingface.co/learn/course/ro/chapter5/8.md)
- [Big data? 🤗 Datasets vine în ajutor![[big-data-datasets-to-the-rescue]]](https://huggingface.co/learn/course/ro/chapter5/4.md)
- [🤗 Datasets, verificare![[datasets-check]]](https://huggingface.co/learn/course/ro/chapter5/7.md)
- [Ce fac dacă dataset-ul meu nu este pe Hub?[[what-if-my-dataset-isnt-on-the-hub]]](https://huggingface.co/learn/course/ro/chapter5/2.md)
- [Quiz la final de capitol [[quiz-la-final-de-capitol]]](https://huggingface.co/learn/course/ro/chapter2/9.md)
- [Gestionarea secvențelor multiple[[gestionarea-secvențelor-multiple]]](https://huggingface.co/learn/course/ro/chapter2/5.md)
- [Introducere[[introducere]]](https://huggingface.co/learn/course/ro/chapter2/1.md)
- [Modele[[modele]]](https://huggingface.co/learn/course/ro/chapter2/3.md)
- [Să punem totul cap la cap[[să-punem-totul-cap-la-cap]]](https://huggingface.co/learn/course/ro/chapter2/6.md)
- [Implementarea Optimizată a Inferenței](https://huggingface.co/learn/course/ro/chapter2/8.md)
- [Tokenizatoare[[tokenizatoare]]](https://huggingface.co/learn/course/ro/chapter2/4.md)
- [Utilizarea de bază este completă![[utilizarea-de-bază-este-completă]]](https://huggingface.co/learn/course/ro/chapter2/7.md)
- [În spatele pipeline-ului[[în-spatele-pipeline-ului]]](https://huggingface.co/learn/course/ro/chapter2/2.md)
- [Introducere[[introducere]]](https://huggingface.co/learn/course/ro/chapter0/1.md)
- [Sumar[[sumar]]](https://huggingface.co/learn/course/ro/chapter1/9.md)
- [Modele Encoder[[modele-encoder]]](https://huggingface.co/learn/course/ro/chapter1/5.md)
- [Introducere[[introducere]]](https://huggingface.co/learn/course/ro/chapter1/1.md)
- [Ce pot face modelele Transformer[[ce-pot-face-modelele-transformer]]](https://huggingface.co/learn/course/ro/chapter1/3.md)
- [Modele Decoder[[modele-decoder]]](https://huggingface.co/learn/course/ro/chapter1/6.md)
- [Quiz de sfârșit de capitol[[test-de-sfârșit-de-capitol]]](https://huggingface.co/learn/course/ro/chapter1/10.md)
- [Prejudecăți și limitări[[prejudecăți-și-limitări]]](https://huggingface.co/learn/course/ro/chapter1/8.md)
- [Cum funcționează Transformers?[[cum-funcționează-transformers]]](https://huggingface.co/learn/course/ro/chapter1/4.md)
- [Modele Sequence-to-sequence[modele-sequence-to-sequence]](https://huggingface.co/learn/course/ro/chapter1/7.md)
- [Procesarea limbajului natural[[procesarea-limbajului-natural]]](https://huggingface.co/learn/course/ro/chapter1/2.md)
