Thread by @AtharvaIngle7

Some of the best resources I came across for intuitively visualizing #NeuralNetworks (how they transform data and classify stuff).
With these resources, Neural Networks will be no longer black boxes for you'll.
A thread 🧵

A playlist by none other than @3blue1brown explaining how forward and backward propagation works with great visualizations as always. You can't miss this ...
youtube.com/playlist?list=…

A great article from @ch402 explaining how a neural net transforms the data. He has some other great blogposts too, do check out the complete website
colah.github.io/posts/2014-03-…

A great lecture by @alfcnz explaining and showing what a neural network does (basically, just rotation and squashing). Do check out the complete course, it is 🔥🔥

Lecture Notes of the above @alfcnz 's lecture
atcold.github.io/pytorch-Deep-L…

A great video by @vcubingx showing how a neural network and its activation functions transform the data in space

This website allows you to run a Neural Net in your browser and see how the data is actually being manipulated. Play and have fun with it !!!
cs.stanford.edu/people/karpath…

A TensorFlow playground where you can tweak the Neural Network settings and see how it classifies the data and draw a decision boundary
playground.tensorflow.org

This playground from deeplearning.ai allows you to see how different weight initialization techniques have an effect on the Neural Network training
deeplearning.ai/ai-notes/initi…

This visualization shows the behavior of the final 10-dimensional layer of a neural network as it is trained on the MNIST dataset
distill.pub/2020/grand-tou…

This website interactively shows you different layers of a CNN of most common architectures
tensorspace.org/index.html

This is one of the most useful visualizations available out there, showing what goes on in each layer of a Convolutional Neural Network. Do check this out
poloclub.github.io/cnn-explainer/

Thanks for going through the thread. With these videos/articles/visualizations, I hope your understanding of Neural Networks gets even better ✌

Edit: A brilliant series by the @Sentdex covering every aspect of Neural Networks and coding them from scratch. A must-watch...
(How did I forget to add this series before 🥲)
youtube.com/playlist?list=…