Exercices

Table of contents:

• Tutorials
  • Tutorial: Learning a digit classifier with the MNIST dataset
  • Some Machine Learning ressources
  • 1- Support Vector Machine
  • 2- Hyperparameters tuning: classify better and faster
  • 3- Information reduction: Principal Component Analysis
  • 4- Advanced hyperparameters tuning: GridSearch
  • 5- More Machine Learning algorithms
  • Going further
  • Ressources
  • 6- Neural Networks
  • 7- Convolutional Neural Networks
  • Going further..
  • Ressources
  • 8 - Use your digit classifier!
• Practical Work
  • MECA653 LEARN Practical Work
  • Problem statement
  • 1. Create a dataset
  • 2. Define a Convolutional Neural Network
  • Practical Work: Reinforcement Learning
  • Going further
  • Practical Work: Reinforcement Learning
  • II - CarRacing
  • Going further
  • Datasets
  • Models