Machine Learning Guide

Neural Networks

Gradient Descent

Articles

• Difference between Batch Gradient Descent and Stochastic Gradient Descent

Convolutional Neural Networks

Articles

• Architecture of Convolutional Neural Networks (CNNs) demystified
• Intuitively Understanding Convolutions for Deep Learning

Videos

• A friendly introduction to Convolutional Neural Networks and Image Recognition

Recurrent Neural Networks

Articles

• Fundamentals of Deep Learning – Introduction to Recurrent Neural Networks

Videos

• A friendly introduction to Recurrent Neural Networks
• Recurrent Neural Networks (RNN) and Long Short-Term Memory (LSTM)

Backpropagation

Articles

• A Step by Step Backpropagation Example

Unsupervised Learning

Pricipal Component Analysis (PCA)

Videos

• StatQuest: Principal Component Analysis (PCA) clearly explained (2015)
• StatQuest: Principal Component Analysis (PCA), Step-by-Step

Autoencoders

Articles

• Applied Deep Learning - Part 3: Autoencoders

Matrix Factorization

Videos

• How does Netflix recommend movies? Matrix Factorization

Expectation Maximization

Videos

• EM algorithm: how it works
• Expectation Maximization: how it works