Mathematics of Machine Learning

by University of California Berkeley

Confuse to learn Math for Machine Learning. This eBooks gives a very good guidelines about math you need to learn.

If you want collect data for apply Machine Learning on Business. This e-book will help you in understanding these areas.
Data Science Process
Data Visualization in Business
Understand How to answer
Know ML Key Terminology
Understand ML Implementation
ML Applications on Marketing and Retail

These all are the topics that are covered in this eBook
Notation
Linear Algebra
Vector Spaces
Linear Maps
Metric Spaces
Normed Spaces
Inner Product Spaces
Orthogonal Metrices
Symmetric Metrices
Positive definite Metrices
Sigular Value Decomposition
Fundamental Thorem of Linear Algebra
Operator and Matrix norms
Calculus and Optimization
Probablity
Conditional Probablity
Chain Rule
Bayes Rule
Random Vectors
The Gaussian distribution

68 pages, Kindle Edition

Published August 22, 2019