ngmsonn/Awesome_Mathematics

A curated list of awesome lists on Mathematics.

Awesome Mathematics

Concepts

Books

• Mathematical Concepts
• Fundamental Mathematical Concepts for Machine Learning in Science

Logic

Numerical Methods

Applied Mathematics

Graph Theory amd Combinatorics

Courses

• MIT 18.217 Graph Theory and Additive Combinatorics, Fall 2019
• Youtube: Algorithms Course - Graph Theory Tutorial from a Google Engineer
• Youtube: Graph Theory | Luke Postle

Group Theory

Algebra

Courses

• A Primer on Linear Algebra for Data Science

Calculus

Courses

• Calculus I: Limits, Derivative, Integrals
• Calculus II: Integration Methods, Series, Parametric/Polar, Vectors
• Calculus III: Multivariable Calculus
• Calculus IV: Vector Calculus

Probability and Statistics

Courses

• Youtube: Probabilistic Methods | Luke Postle
• 9.520/6.860: Statistical Learning Theory and Applications

Global Analysis

Books

• Introduction to Global Optimization | Rodolphe Le Riche, Charlie Sire

Differential Equations

Courses

• Ordinary Differential Equations

Analysis

Topology

Geometry

Number Theory

Information Theory

Course

• Youtube: Information Theory | Harvard 2022
• Youtube: Information Theory course by Prof. Raymond Yeung (CUHK)
• Youtube: Introduction to Information Theory

Books

• Information Theory, Inference, and Learning Algorithms | David J.C. MacKay
• Towards an Information Theory of Complex Networks: Statistical Methods and Applications

Tham khảo

• Mathematics: Textbooks (Math and Statistics)
• Github: Awesome Math - rossant
• Github: Topics course Mathematics of Deep Learning, NYU, Spring 18. CSCI-GA 3033
• Github: Inference and Representation (DS-GA-1005, CSCI-GA.2569)
• Github: University of Cambridge lecture notes for Geometry, Algebra, and Number Theory
• Github: Lecture notes for Geometry, Algebra, and Number Theory