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
- Machine learning pour informaticiens Machine learning pour informaticiens
- Dive into deep learning: Page containing a complete tutorial of most of the network on the market today. The page contains course along with code in different tools (tensorflow,pytorch,jax,...) and is very detailed for beginners and experts
- Gravitational wave detection simple example: a tensorflow code reproducing the result of the first paper on ML GW detection, published in 2017. The network is based on a simple CNN. Page explains how to produce the data sample, train the network, and test it on simulated data.
Deep learning
- How to use the IP2I GPU server?
- 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,