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Welcome to Math for Machine Learning Book

01 Equations, Graphs and Fucntions

Getting Started with Equations
Linear Equations
Systems of Equations
Exponentials, Radicals, and Logs
Polynomials
Factorization
Quadratic Equations
Functions

02 Derivatives and Optimization

Rate of Change
Limits

03 Vectors and Matrices

Vectors
Vector Multiplication
Introduction to Matrices
More Matrices

04 Data distributions and Probability

Data and Data Visualization
Statistics Fundamentals
Comparing Data
Probability
Working with Sampling Distributions
Hypothesis Testing

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By n03an

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