Machine Learning Essentials

You know how to use tools but you want to get an intuitive feel for some of the core theory without getting bogged down by the nitty-gritty of math notations !! 

No applied online courses cover this but academic courses drown you in equations and math. 

The notes will help as 

- Intuitive understanding of core fundamental concepts

- Useful for quick revision during interviews

- Quick Reference when stuck with practical problems? 

The topics covered include

- Variance and it's understanding

- Transformations and different types

- Eigen Values 

- Hessian Matrix 

- Lagrange Multipliers (Optional)