Machine Learning
Tutorials and Lectures
Python for data science
- The official python tutorial is a must read!
- Scipy lectures, to get a first feel for numpy and scipy.
Machine learning
- Machine Learning lectures from Jean-Roch VLIMANT at Ecole Internationale de Physique Subatomique (IPNL - October 2018) :
- Machine Learning tutorials at Ecole Internationale de Physique Subatomique (IPNL - October 2018).
- Google's machine learning crash course. Understand the basics and build your feeling for machine learning. Very nice interactive examples
- A first machine learning exercise: Handwritten digits recognition with scikit-learn
Deep learning
- How to use the IP2I GPU server?
- How to use the CC GPU cluster?
- Introduction to Deep Learning - CNRS/Resinfo (French)
- Google's TensorFlow tutorials. Using Google's Colaboratory platform to get access to GPU plaforms without installing anything. A must see!
- Creating a first neural network with keras, the leading python API for deep learning.
- Deep learning with keras and TensorFlow on Google Colab directly in your browser. No hardware or software needed.
- Installing TensorFlow on your PC,