Interactive Learning

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

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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)

      Presentation du cours et pourquoi le FE est cle

    2. (Included in full purchase)

      Installer Python, scikit-learn, XGBoost et Optuna

    3. (Included in full purchase)

      Premier pipeline complet sur Iris ou Titanic

  7. 7

    Chapitre 01 - Exploration et Nettoyage des Donnees

    1. (Included in full purchase)

      Audit complet d'un dataset

    2. (Included in full purchase)

      Detecter et traiter les valeurs manquantes

    3. (Included in full purchase)

      Detection d'outliers (IQR, Z-score, Isolation Forest)

    4. (Included in full purchase)

      Matrices de correlation et visualisations

  8. 8

    Chapitre 02 - Encodage des Variables Categorielles

    1. (Included in full purchase)

      Label Encoding vs One-Hot Encoding

    2. (Included in full purchase)

      Target Encoding et fuite de donnees

    3. (Included in full purchase)

      Frequency et Count Encoding

    4. (Included in full purchase)

      Embeddings pour categories a haute cardinalite

  9. 9

    Chapitre 03 - Transformations Numeriques

    1. (Included in full purchase)

      StandardScaler, MinMaxScaler, RobustScaler

    2. (Included in full purchase)

      Transformations log et Box-Cox

    3. (Included in full purchase)

      Binning, discretisation de variables continues

    4. (Included in full purchase)

      Features polynomiales et interactions

  10. 10

    Chapitre 04 - Features Temporelles et Texte

    1. (Included in full purchase)

      Features temporelles, jour, mois, saison, weekend

    2. (Included in full purchase)

      Features de date relatives, anciennete, gap

    3. (Included in full purchase)

      TF-IDF pour le texte

    4. (Included in full purchase)

      Embeddings de texte pre-entraines

  11. 11

    Chapitre 05 - Selection de Features

    1. (Included in full purchase)

      Methodes filter, correlation et mutual information

    2. (Included in full purchase)

      Recursive Feature Elimination (RFE)

    3. (Included in full purchase)

      Lasso et regularisation L1

    4. (Included in full purchase)

      PCA et reduction de dimension

  12. 12

    Chapitre 06 - Optimisation d Hyperparametres

    1. (Included in full purchase)

      GridSearchCV vs RandomizedSearchCV

    2. (Included in full purchase)

      Optuna, optimisation bayesienne

    3. (Included in full purchase)

      Pruning et early stopping dans Optuna

  13. 13

    Chapitre 07 - Cross-Validation et Evaluation

    1. (Included in full purchase)

      K-fold et Stratified K-fold

    2. (Included in full purchase)

      TimeSeriesSplit pour series temporelles

    3. (Included in full purchase)

      Metriques avancees (ROC-AUC, F1, log-loss)

  14. 14

    Chapitre 08 - Explicabilite et Production

    1. (Included in full purchase)

      Feature importance et permutation importance

    2. (Included in full purchase)

      SHAP — explications locales et globales

    3. (Included in full purchase)

      Pipelines scikit-learn et MLflow

  15. 15

    Chapitre 09 - Projet Final Pipeline Kaggle Complet

    1. (Included in full purchase)

      Presentation du projet et choix du dataset

    2. (Included in full purchase)

      EDA et feature engineering

    3. (Included in full purchase)

      Modelisation et optimisation

    4. (Included in full purchase)

      Soumission Kaggle et conclusion

  16. 16

    Chapitre 10 - Activites et Evaluations

    1. (Included in full purchase)

      Quiz 1 — Nettoyage et encoding – 5%

    2. (Included in full purchase)

      Quiz 2 — Transformations et selection – 5%

    3. (Included in full purchase)

      Evaluation de mi-session – 25%

    4. (Included in full purchase)

      Quiz 3 — Optimisation et explicabilite – 5%

    5. (Included in full purchase)

      Projet etudiant – 20%

    6. (Included in full purchase)

      Evaluation 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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