Machine Learning
Introduction
- What is Machine Learning? Does it make computers like humans?
- Introduction to Machine Learning and its Types
Regression
Linear Regression
- A deep dive into Linear Regression
- The Normal equation for Linear Regression
- Locally weighted linear regression
- Probabilistic Interpretation of Linear Regression
Classification
Logistic Regression
Python Implementations
- Importance of Train Test Split in Machine Learning
- Best practices for train-test-split()
- How to Handle Missing Data in Python? Simple to Advanced techniques
- Vectorization in Python
Mathematics
Logarithms and the reasons why they are crucial in machine learning