Lectures

Introduction to Neural Networks

• Lecture from Stanford Machine Learning Course

MIT Introduction to Deep Learning

• Lecture on many foundational ideas for neural networks

Videos

But What is a Neural Network?

• By 3blue1brown

Neural Networks

• A sequence of videos on neural networks by StatQuest

Code Examples

Neural Network in Python

• A python example

Keras Multi-layer Perceptron

• A keras example

Multi-layer Perceptron with Pytorch

• A tutorial in Pytorch

Courses

Neural Networks and Deep Learning

• The famous Coursera course by Andrew Ng

• Part of the Deep Learning Specialization

Textbook Sections

Neural Networks and Deep Learning

• A free online textbook by Michael Nielsen

Deep Feedforward Networks | Deep Learning Chapter 6

• Chapter on basic neural networks

Multi-Layer Perceptrons | Dive into Deep Learning Chapter 4

APIs

Keras

• A simple, high-level API for building Neural Networks on top of Tensorflow

Tensorflow

• A popular open-source machine learning library

Pytorch

• A popular open-source machine learning library based on the torch library

Scikit-Learn Multi-layer Perceptron API

• A simple API for basic neural networks

Slides

Neural Networks

• Slides by Shengyang Sun