Mathematics behind Machine Learning

This repository are collection of codes files study about mathematics functions in analysis problem including some of the machine learning algorithms. It is mainly for self-revision purpose. I try to understand the concept, therefore, majority is built from scratch without using ready-use ML libraries such as TensorFlow or Keras.

Topics

1. Linear Regression
2. Logistic Regression
3. Simple Correlation Analysis on student's performance data
4. Singular Value Decomposition
5. Support Vector Machine
6. Multi-Arm Problem