Apprentissage profond

Topic outline

• 

  General

  • Annonces Forum
• 

  Chapter 1 - Logistic regression

  • Chapter 1 File
  • Chapter 1 - with annotations File
  • Python Basics with Numpy File
  • Logistic Regression as a Neural Network File
• 

  Chapter 2 - Shallow Neural Networks

  • Chapter 2 File
  • Chapter 2 - with annotations File
  • Planar data classification with one hidden layer File
• 

  Chapter 3 - Deep Neural Networks

  • Chapter 3 File
  • Building your Deep Neural Network - Step by Step File
  • Deep Neural Network Application Image Classification File
• 

  Chapter 4 - Practical Aspects of Deep Learning

  • Chapter 4 File
  • Initialization File
  • Gradient Checking File
  • Regularization File
• 

  Chapter 5 - Optimization Algorithms

  • Chapter 5 File
• 

  Chapter 6 - Hyperparameter tuning, BN and Programming Frameworks

  • Chapter 6 File
• 

  Chapter 7 - ML Strategy

  • Chapter 7 (a) File
  • Chapter 7 (b) File
• 

  Chapter 8 - CNN

  • Chapter 8 (a) File
  • Chapter 8 (b) File
• 

  Chapter 9 - Sequential Models

  • Chapter 9 (a) - RNN File
  • Chapter 9 (b) - NLP File
  • Chapter 9 (c) - Attention mechanism File
• 

  Projects

  • Projects 2023-2024 File
  • Assignment of projects 2023-2024 File