The Maths behind Neural Networks
E-book Alex Punnen
© All Rights Reserved
Published in
Jul 21, 2022
Published At — https://alexcpn.github.io/html/NN/ml/
Source
https://github.com/alexcpn/alexcpn.github.io/tree/master/html/NN/ml
Code
SimpleNeural Net — Colab Book
Convolutional Neural Net with Softmax and Cross Entropy Loss — https://github.com/alexcpn/cnn_in_python
Contents
- Chapter 1: The simplest Neural Network — Perceptron using Vectors and Dot Products
- Chapter 2: Perceptron Training via Feature Vectors & HyperPlane split
- Chapter 3: Gradient Descent and Optimization
- Chapter 4: Back Propagation — Pass 1 (Chain Rule)
- Chapter 5: Backpropagation — Pass 2 (Scalar Calculus)
- Chapter 6: A Simple NeuralNet with Back Propagation
- Chapter 7: Back Propagation Pass 3 (Matrix Calculus)
- Chapter 8: Back Propagation in Full — With Softmax & CrossEntropy Loss