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Mathematics for AI/ML
Recommended resources
The freely available resources this course will direct you to.
- Fractions Basic Introduction - Adding, Subtracting, Multiplying & Dividing Fractionswww.youtube.com
- Math Antics - Decimal Arithmeticwww.youtube.com
- 3.2 Add Integers - Prealgebra 2eopenstax.org
- 3.3 Subtract Integers - Prealgebra 2e | OpenStaxopenstax.org
- Introduction to Exponentswww.youtube.com
- Fractional Exponentswww.youtube.com
Module 2
Functions, Graphs, Exponentials, and Logarithms
Module 3
Trigonometry, Sequences, and Limits
Module 4
Single-Variable Differential Calculus
Module 5
Vectors, Matrices, and Linear Systems
Module 6
Vector Spaces, Eigenstructure, and Matrix Decompositions
Module 7
Integration and Multivariable Calculus
Module 8
Foundations of Probability
Module 9
Random Variables and Probability Distributions
Module 10
Statistical Inference and Information
Module 11
Optimization for Machine Learning
Module 12