Interactive Learning

Engage in dynamic lessons that keep you motivated and excited to learn.

Expert Guidance

Receive personalized feedback and guidance from experienced instructors.

Flexible Schedule

Study at your own pace and fit learning into your busy lifestyle.

About the Course

Are you ready to embark on a journey towards mastering the French language? Our course is designed to help you achieve fluency through interactive lessons, expert guidance, and a flexible schedule. Say goodbye to language barriers and hello to a world of opportunities. Join us today and open the door to new horizons!

Meet Your Instructor

Bonjour! I'm [Your Name], your dedicated language coach with years of experience in teaching French. I understand the challenges of language learning and am here to support you every step of the way. Let's make learning French fun and rewarding together!

Course Curriculum

16 Chapters · 48 Lessons

  1. 1

    Introduction au Français

    1. (Included in full purchase)

      Alphabet et Prononciation

  2. 2

    Vocabulaire Essentiel

    1. (Included in full purchase)

      Nombres et Couleurs

  3. 3

    Grammaire Fondamentale

    1. (Included in full purchase)

      Structure des Phrases

  4. 4

    Communication Active

    1. (Included in full purchase)

      Poser des Questions

  5. 5

    Culture Francophone

    1. (Included in full purchase)

      Cuisine et Gastronomie

  6. 6

    Chapitre 00 - Introduction et Installation

    1. (Included in full purchase)

      Pr sentation du cours et la r volution Transformer

    2. (Included in full purchase)

      Installer PyTorch et HuggingFace transformers

    3. (Included in full purchase)

      Premier mod le BERT en 5 lignes de code

  7. 7

    Chapitre 01 - Limites des RNN et Motivation

    1. (Included in full purchase)

      Limites des RNN/LSTM en pratique

    2. (Included in full purchase)

      Le probl me de la parall lisation

    3. (Included in full purchase)

      Intuition de l'auto-attention

    4. (Included in full purchase)

      Attention is All You Need : le paper fondateur

  8. 8

    Chapitre 02 - Mecanisme d'Attention

    1. (Included in full purchase)

      Self-attention : intuition et quations

    2. (Included in full purchase)

      Queries, Keys, Values : la trinit magique

    3. (Included in full purchase)

      Scaled dot-product et softmax

    4. (Included in full purchase)

      Multi-head attention : pourquoi plusieurs t tes

  9. 9

    Chapitre 03 - Architecture Transformer Complete

    1. (Included in full purchase)

      Positional encoding : injecter la notion de position

    2. (Included in full purchase)

      Encoder : architecture compl te

    3. (Included in full purchase)

      Decoder : masked attention et cross-attention

    4. (Included in full purchase)

      Impl mentation from scratch en PyTorch

  10. 10

    Chapitre 04 - BERT et Famille Encoder

    1. (Included in full purchase)

      BERT : Masked Language Modeling

    2. (Included in full purchase)

      Fine-tuning BERT pour classification

    3. (Included in full purchase)

      Named Entity Recognition (NER) avec BERT

    4. (Included in full purchase)

      Question answering avec BERT

  11. 11

    Chapitre 05 - GPT et Famille Decoder

    1. (Included in full purchase)

      GPT : architecture decoder-only

    2. (Included in full purchase)

      Pre-training causal (next token prediction)

    3. (Included in full purchase)

      G n ration : temperature, top-k, top-p

    4. (Included in full purchase)

      Fine-tuning GPT-2 sur vos donn es

  12. 12

    Chapitre 06 - T5 et Modeles Encoder-Decoder

    1. (Included in full purchase)

      T5 : tout comme du texte-vers-texte

    2. (Included in full purchase)

      BART pour la traduction et le r sum

    3. (Included in full purchase)

      Cas pratique : r sum d'articles

  13. 13

    Chapitre 07 - Vision Transformers ViT

    1. (Included in full purchase)

      ViT : image comme s quence de patches

    2. (Included in full purchase)

      Comparaison ViT vs CNN

    3. (Included in full purchase)

      CLIP : vision et langage unifi s

  14. 14

    Chapitre 08 - Fine-Tuning et Deploiement

    1. (Included in full purchase)

      LoRA : fine-tuning avec peu de m moire

    2. (Included in full purchase)

      Quantification : INT8 et INT4

    3. (Included in full purchase)

      D ploiement avec ONNX et Triton

  15. 15

    Chapitre 09 - Projet Final Fine-Tuning LLM

    1. (Included in full purchase)

      Pr sentation du projet et choix du mod le

    2. (Included in full purchase)

      Pr paration des donn es et tokenization

    3. (Included in full purchase)

      Fine-tuning avec LoRA et HuggingFace

    4. (Included in full purchase)

      D ploiement API et conclusion

  16. 16

    Chapitre 10 - Activites et Evaluations

    1. (Included in full purchase)

      Quiz 1 – Fondamentaux Attention – 5%

    2. (Included in full purchase)

      Quiz 2 – BERT et GPT – 5%

    3. (Included in full purchase)

      Évaluation de mi-session – 25%

    4. (Included in full purchase)

      Quiz 3 – ViT et fine-tuning – 5%

    5. (Included in full purchase)

      Projet tudiant – 20%

    6. (Included in full purchase)

      Évaluation finale – 40%

    7. (Included in full purchase)

      Guide complet du projet final

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Ready to Start Your French Journey?

Unlock the door to fluency and expand your horizons with our premier French language course.

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