Introduction
  • What is machine Learning?
  • Why Machine Learning?
  • Introduction to this course
  • Quiz about introduction to machine learning
Environment Setup
  • Development Environment Overview
  • Setup Development Environment on Window 10
  • Setup Development Environment on MacOS
  • Quiz about environment setup
Important concepts of MATH
  • Section Introduction
  • Introduction to Linear Algebra & Why its important
  • System of Linear Equations
  • Vectors for Machine Learning
  • Matrices for Machine Learning
  • Matrices Quiz
  • Multivariate Calculus for Machine Learning
  • Derivatives in Calculus for Machine Learning
  • Integration in Calculus for Machine Learning
Important Concepts of Statistics
  • What is Statistics and why it requires for Machine Learning?
  • Statistical Features: Bias & Variance
  • Statistical Features: Mean, medians and Mode
  • Statistical Features: Probability Distributions
  • Median