Deep Learning - Master Big Data, Intelligence Artificielle, Dauphine-PSL Tunis

Welcome to the Deep Learning course page.

Course 👨🏼‍🎓📖

Introduction to Deep Learning

• Course 📚 link

The Perceptron algorithm

• Course 📚 link
• Practical session 💻
  🛠️ exercise
  💡 solution

Gradient descent

• Course 📚 link
• Practical session 💻
  🛠️ exercise
  💡 solution

Logistic Regression

• Course 📚 link
• Practical session 💻
  🛠️ exercise
  💡 solution

Neural Networks (Part 1)

• Course 📚 link
• Practical session 💻
  🛠️ exercise
  💡 solution

Neural Networks: training and validation (Part 2)

• Course 📚 link

Neural Networks: speed up the training (Part 3)

• Course 📚 link

Introduction to PyTorch

• Course 📚 link

• Practical session 💻
  🛠️ PyTorch tutorial
  💡 solution

  🛠️ Neural Networks with PyTorch
  💡 solution

  🛠️ Neural Networks with PyTorch Application
  💡 solution

Training a Neural Network: tricks and tips

• Course 📚 link
• Practical session 💻 Hyperparameters optimization
  🛠️ exercise
  💡 solution

Introduction au Deep Learning pour l’analyse d’image

• Course 📚 link

• Practical session 💻
  🛠️ CNNs with PyTorch
  💡 solution

  🛠️ CNNs with PyTorch - Application
  💡 solution

Recurrent Neural Networks and Transformers

• Course 📚 link

Project 📝

Work in progress 🛠️

🚨 The deadline for the project is set to 20/09