Welcome to Math for Machine Learning Book

This repo consist of my learnings while going through the DAT256x: Essential Mathematics Artificial Intelligence course on edx as a pre-requisite for MITx Machine Learning Certificaiton.

This Repo would document basic of Equations, Graphs, Functions, Derivatives, Optimization, Vectors, Matrices, Statistics and Probability using Python.

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