Chapters
Recommended Learning Resources
Neural Network
Chapters
Table of Contents
Fundamentals
-
Perceptron
XOR Gate Problem In Perceptron
XOR Problem and 3D Visualization -
Interactive Guide to Neural Network
A Visual and Interactive Guide to the Basics of Neural Networks by Jay Alammar
A Visual And Interactive Look at Basic Neural Network Math by Jay Alammar -
Gradient Descent
Gradient Descent by Imperial College London
Chain Rule by Imperial College London
Maths4ML Playlist by Imperial College London -
Backpropagation
Back Propagation and Sample Calculation by Naveen Kumar
How the backpropagation algorithm works by NN&DL.com
What is backpropagation really doing? by 3Blue1Brown
Neural Nets Playlist by 3Blue1Brown
Training Neural Networks
-
Gradients
Vanishing and Exploding Gradients by Neptune.AI -
Optimizers
AdaGrad by
RMSProp by
Adam by
AdaMax by
AdamW by
-
Regularization
L1 & L2 Regularization by
Convolutional Neural Networks
-
Architecture & Working
A friendly introduction to CNNs by Serrano.Academy
CNN Architecture: An Overview by v7labs.com
NLP
-
NLP with RNNs & Attention
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Applications
- Moving From TensorFlow To PyTorch