Interactive Learning

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

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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)

      Presentation du cours et qu'est-ce que la vision par ordinateur ?

    2. (Included in full purchase)

      Installer Python, TensorFlow, Keras et OpenCV

    3. (Included in full purchase)

      Premiere classification d'images avec MNIST

  7. 7

    Chapitre 01 - Fondamentaux de la Vision par Ordinateur

    1. (Included in full purchase)

      Representation numerique d'une image (pixels, canaux)

    2. (Included in full purchase)

      Filtres classiques (Sobel, Gauss, Canny)

    3. (Included in full purchase)

      Pourquoi les MLP echouent sur les images

    4. (Included in full purchase)

      Intuition derriere la convolution

  8. 8

    Chapitre 02 - Construire son Premier CNN

    1. (Included in full purchase)

      Couches Conv2D, kernels, stride, padding

    2. (Included in full purchase)

      Pooling, MaxPool et AveragePool

    3. (Included in full purchase)

      Construire un CNN complet avec Keras

    4. (Included in full purchase)

      Entrainer et evaluer sur CIFAR-10

  9. 9

    Chapitre 03 - Architectures Classiques

    1. (Included in full purchase)

      LeNet et AlexNet, les pionniers

    2. (Included in full purchase)

      VGG, la simplicite en profondeur

    3. (Included in full purchase)

      Inception (GoogLeNet), modules paralleles

    4. (Included in full purchase)

      ResNet, les connexions residuelles

  10. 10

    Chapitre 04 - Transfer Learning et Fine-Tuning

    1. (Included in full purchase)

      Principe du transfer learning

    2. (Included in full purchase)

      Feature extraction avec un modele pre-entraine

    3. (Included in full purchase)

      Fine-tuning, degeler progressivement les couches

    4. (Included in full purchase)

      Cas pratique, classifier chiens vs chats

  11. 11

    Chapitre 05 - Detection d Objets

    1. (Included in full purchase)

      Du probleme de classification au probleme de detection

    2. (Included in full purchase)

      Faster R-CNN, architecture en deux etapes

    3. (Included in full purchase)

      YOLO, detection en temps reel

    4. (Included in full purchase)

      Metriques, mAP, IoU, Precision-Recall

  12. 12

    Chapitre 06 - Segmentation d Images

    1. (Included in full purchase)

      Segmentation semantique vs segmentation d'instances

    2. (Included in full purchase)

      U-Net, l'architecture encoder-decoder

    3. (Included in full purchase)

      Mask R-CNN, segmentation pixel par pixel

  13. 13

    Chapitre 07 - Data Augmentation et Optimisation

    1. (Included in full purchase)

      Data augmentation, rotations, flips, crops

    2. (Included in full purchase)

      Batch normalization et dropout

    3. (Included in full purchase)

      Learning rate scheduling et early stopping

  14. 14

    Chapitre 08 - Deploiement de Modeles CNN

    1. (Included in full purchase)

      Sauvegarder et charger un modele Keras

    2. (Included in full purchase)

      TensorFlow Lite et quantification

    3. (Included in full purchase)

      Servir un modele via FastAPI

  15. 15

    Chapitre 09 - Projet Final Classification d Images End-to-End

    1. (Included in full purchase)

      Presentation du projet et choix du dataset

    2. (Included in full purchase)

      Preparation des donnees et augmentation

    3. (Included in full purchase)

      Entrainement avec transfer learning

    4. (Included in full purchase)

      Deploiement web et conclusion

  16. 16

    Chapitre 10 - Activites et Evaluations

    1. (Included in full purchase)

      Quiz 1 – Fondamentaux CNN – 5%

    2. (Included in full purchase)

      Quiz 2 – Architectures et Transfer Learning – 5%

    3. (Included in full purchase)

      Evaluation de mi-session – 25%

    4. (Included in full purchase)

      Quiz 3 – Detection et segmentation – 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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