Guillaume Redoulès

Notes on python, machine learning, linux and other programming related topics

I am a data scientist and a numerical methods engineer working in the field of rocket design.

This site will host my notes on machine learning, programming or other subjects of interest. This project is open source and available on GitHub.

Blog

Projects : learn by doing

Machine Learning

Basics

Preprocessing

  • Coming soon.

Feature Engineering and Selection

  • Coming soon.

Model evaluation and validation

  • Coming soon.

Model selection and hyperparameters optimization

  • Coming soon.

Linear regression

Support Vector Machines

  • Coming soon.

Trees and Forests

  • Coming soon.

Nearest Neighbors

  • Coming soon.

Clustering methods

  • Coming soon.

Deep Learning

keras basics

Feedforward networks

  • Coming soon.

Deep convolutional Networks

  • Coming soon.

Recurent networks

  • Coming soon.

Other

  • Coming soon.

Time series

Time series préprocessing

  • Coming soon.

Time series modeling

  • Coming soon.

Python

Basics

Data Wrangling

Data Visualization

Web Scraping

Algorithms

Parallel computing

Testing

  • Coming soon.

Other

Jupyter

Basics

Linux

Bash

Raspberry pi

Docker

Synology

SQL

Mathematics

Basics

Statistics

Uncertainty quantification

  • Coming soon.

Cryptocurrencies

Bitcoin

Visualization