Topic outline

• General
  

  General

  • Annonces Forum
• Chapter 1 - Logistic regression
  

  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 - 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 - 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 - Practical Aspects of Deep Learning

  • Chapter 4 File
  • Initialization File
  • Gradient Checking File
  • Regularization File
• Chapter 5 - Optimization Algorithms
  

  Chapter 5 - Optimization Algorithms

  • Chapter 5 File
• Chapter 6 - Hyperparameter tuning, BN and Programming Frameworks
  

  Chapter 6 - Hyperparameter tuning, BN and Programming Frameworks

  • Chapter 6 File
• Chapter 7 - ML Strategy
  

  Chapter 7 - ML Strategy

  • Chapter 7 (a) File
  • Chapter 7 (b) File
• Chapter 8 - CNN
  

  Chapter 8 - CNN

  • Chapter 8 (a) File
  • Chapter 8 (b) File
• Chapter 9 - Sequential Models
  

  Chapter 9 - Sequential Models

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

  Projects

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