book machine learning stat data catalogue

catalog.csv

catalog.md

Formation Catalogue

Mathematics

Statistics

• 🕮💻 Statistics by OpenIntro
• 🕮 Probabilités, analyse des données et Statistique by Gilbert Saporta 🇫🇷
• 🕮 Causality: Models, Reasoning and Inference by Judea Pearl 🇬🇧
• 🕮 Causal Inference in Statistics - A Primer by Judea Pearl 🇬🇧
• 🕮 Book of Why by Judea Pearl 🇬🇧

Linear algebra

• 💻 Linear Algebra by Gilbert Strang from MIT

Machine learning

• 💻🎓 Machine learning by Andrew Ng from Stanford

Deep learning

• 💻🎓 Deep learning by deeplearning.ai
• 💻 Deep learning by course.fast.ai

Computing

Principle

• 🕮 Clean Code by Bob Martin
• 🕮 Structure and Interpretation of Computer Programs by Harold Abelson, Gerald Jay Sussman, Julie Sussman

Language

• 💻 Python Basic by OpenClassroom 🇫🇷
• 💻 Bash by LinuxConfig

Cloud

• 💻🎓 AWS Cloud Practitionner by Udemy

Tools

• 🕮 Git by Git

gistfile1.txt

# open source contribution using Github

- Learn how to collaborate on a large scale
- See how maintainers structure there work to keep it clean using the continious integretion
- Apreciate how project or tools you use are structured, have a deeper understanding of how it works
- Participate to a huge movement and philosophy
- feel like a hero at the end of the day