Mathematics

Resources concerning the mathematical aspect

Mathématiques pour le ML/DL

• Statistics

  • Statistical hypothesis testing

• Probabilities

  • Probability distribution

  • Bayes

  • Central limit theorem

• Optimisation

• Linear algebra and calculus

  • Vector space

  • Eigenvalues and eigenvectors

  • Differential equation

• Graphs

Ressources

statistics courses

arthur charpentierfreakonometrics.github.io

Introduction à la statistique avec RFUN MOOC

Introduction "Statistical Learning"

An Introduction to Statistical LearningAn Introduction to Statistical Learning

Inferential statistics

Les observations et le modèle aléatoire.nobelis.eu

Others

Lecture Notes For Most Math Classes Taught at Lake Tahoe Community Collegeltcconline.net

Algèbre Linéaire et Applicationspeople.math.carleton.ca

Study math for free - MathplanetMathplanet

Which test is the best? We compared 5 methods to detect data drift on large datasetswww.evidentlyai.com