Types of Machine Learning

Machine Learning Tutorial Introduction to Machine Learning Evolution of Machine Learning Types Of Human Learning What is Machine Learning? How do machines learn? Types of Machine Learning Supervised Learning Unsupervised Learning Reinforcement Learning Difference between Supervised, Unsupervised, and Reinforcement Learning

Machine Learning Activities Types of Data in Machine Learning Types of Data in Machine Learning-2

Selection of Model Training A Model (For Supervised Learning) Model Representation and Interpretability

Basics of Feature Engineering Feature Transformation Feature Subset Selection

Classification Introduction Classification Model Classification Learning Steps k-Nearest Neighbour (kNN) Decision Tree Random Forest Model

Regression Simple Linear Regression Multiple Linear Regression (MLR)

Unsupervised Learning Clustering

Machine learning can be classified into three broad categories:
1. Supervised learning — Also called predictive learning. A machine predicts the class of unknown objects based on prior class-related information of similar objects.
2. Unsupervised learning — Also called descriptive learning. A machine finds patterns in unknown objects by grouping similar objects together.
3. Reinforcement learning — A machine learns to act on its own to achieve the given goals.

Figure: Types of Machine Learning

Introduction to Machine Learning

Process of Machine Learning

Modelling and Evaluation

Feature Engineering

Supervised Learning: Classification

Supervised Learning: Regression

Unsupervised Learning

Types of Machine Learning