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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 qu'est-ce qu'une s quence ?

    2. (Included in full purchase)

      Installer Python, TensorFlow, Keras et NLTK

    3. (Included in full purchase)

      Premier RNN simple sur une s rie sinuso dale

  7. 7

    Chapitre 01 - Fondamentaux des Sequences

    1. (Included in full purchase)

      Types de probl mes — one-to-many, many-to-many

    2. (Included in full purchase)

      Pourquoi les MLP chouent sur les s quences

    3. (Included in full purchase)

      Intuition du partage de poids dans le temps

    4. (Included in full purchase)

      Backpropagation Through Time (BPTT)

  8. 8

    Chapitre 02 - RNN Simple Vanilla

    1. (Included in full purchase)

      Architecture math matique d'un RNN

    2. (Included in full purchase)

      Impl mentation avec SimpleRNN de Keras

    3. (Included in full purchase)

      Probl me du vanishing gradient

    4. (Included in full purchase)

      Gradient clipping et solutions

  9. 9

    Chapitre 03 - LSTM Long Short-Term Memory

    1. (Included in full purchase)

      Cellule LSTM — intuition et quations

    2. (Included in full purchase)

      Les trois portes — input, forget, output

    3. (Included in full purchase)

      Impl mentation LSTM avec Keras

    4. (Included in full purchase)

      Bidirectional LSTM et stacked LSTM

  10. 10

    Chapitre 04 - GRU et Variantes

    1. (Included in full purchase)

      Architecture GRU et diff rences avec LSTM

    2. (Included in full purchase)

      Quand choisir LSTM vs GRU

    3. (Included in full purchase)

      Comparaison de performance sur datasets r els

    4. (Included in full purchase)

      Dropout et r gularisation dans les RNN

  11. 11

    Chapitre 05 - Traitement du Langage Naturel NLP

    1. (Included in full purchase)

      Tokenization et padding des s quences

    2. (Included in full purchase)

      Word embeddings — Word2Vec et GloVe

    3. (Included in full purchase)

      Classification de sentiments avec LSTM

    4. (Included in full purchase)

      G n ration de texte caract re par caract re

  12. 12

    Chapitre 06 - Series Temporelles

    1. (Included in full purchase)

      Pr parer ses donn es temporelles (fen tres glissantes)

    2. (Included in full purchase)

      Pr diction univari e avec LSTM

    3. (Included in full purchase)

      Pr diction multivari e et multi-step

  13. 13

    Chapitre 07 - Architectures Sequence-to-Sequence Seq2Seq

    1. (Included in full purchase)

      Architecture encoder-decoder

    2. (Included in full purchase)

      Traduction automatique simple (anglais fran ais)

    3. (Included in full purchase)

      M canisme d'attention (Bahdanau)

  14. 14

    Chapitre 08 - Deploiement et Optimisation

    1. (Included in full purchase)

      Sauvegarder et charger un mod le LSTM

    2. (Included in full purchase)

      Inf rence en streaming et temps r el

    3. (Included in full purchase)

      D ployer via FastAPI

  15. 15

    Chapitre 09 - Projet Final Generation de Texte ou Prediction

    1. (Included in full purchase)

      Pr sentation du projet et choix du dataset

    2. (Included in full purchase)

      Pr paration des donn es

    3. (Included in full purchase)

      Entra nement et fine-tuning

    4. (Included in full purchase)

      D ploiement et conclusion

  16. 16

    Chapitre 10 - Activites et Evaluations

    1. (Included in full purchase)

      Quiz 1 — Fondamentaux RNN (5%)

    2. (Included in full purchase)

      Quiz 2 — LSTM et GRU (5%)

    3. (Included in full purchase)

      Évaluation de mi-session (25%)

    4. (Included in full purchase)

      Quiz 3 — NLP et S ries Temporelles (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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