Machine Learning Basics

Machine Learning Fundamentals

Introduction to Machine Learning

Types of Machine Learning Algorithms

Difference between Machine Learning, Artificial Intelligence and Deep Learning

Applications of Machine Learning

Why Machine Learning is the Future?

Types of Regression Techniques

Regression Line

F-test for Regression

Difference between Prediction vs Projection

Introduction to Markov Chain Monte Carlo Methods

Polynomial Regression Introduction

Supervised and UnSupervised Learning

Introduction to Supervised Learning

Introduction to Unsupervised Learning

Semi Supervised Learning

Difference between Supervised and Unsupervised Learning

Types of Supervised Learning

Types of Unsupervised Learning

Reinforcement Learning

Introduction to Reinforcement Learning

Basic Terminologies of Reinforcement Learning

Types of Reinforcement Learning

Main factors of Bellman's Equation

Decision Tree

Decision Tree: Introduction

Decision Tree: Advantages and Disadvantages

How Decision Tree works?

Decision Tree Splitting Criteria

Pruning in Decision Tree

Decision Tree: Information Gain

Decision Tree: id3 Algorithm

Decision Tree: Entropy

Decision Tree: Gini Impurity

Decision Tree: Variance Reduction

Decision Tree: CART Algorithm