Math for ML

The Mathematical Engineering of Deep Learning

https://deeplearningmath.org/supervised-machine-learning.html

Automate the Boring Stuff with Python

https://automatetheboringstuff.com/

Mathematics for Machine Learning

https://mml-book.github.io/book/mml-book.pdf

Al Sweigart

https://www.youtube.com/user/Albert10110/playlists

Simplilearn, AI and ML playlist

https://www.simplilearn.com/resources/artificial-intelligence-machine-learning

Simplilearn,Deep Learning Tutorial for Beginners playlist

https://www.simplilearn.com/tutorials/deep-learning-tutorial?source=sl_frs_nav_playlist_video_clicked

Artificial Neural Networks

https://www.saedsayad.com/artificial_neural_network.htm

https://www.saedsayad.com/further_readings.htm

An Introduction to Data Science

https://www.saedsayad.com/data_mining_map.htm

Explained: Neural networks, MIT

https://news.mit.edu/2017/explained-neural-networks-deep-learning-0414

Understanding the Basics Of Artificial Neural Network, Analytics Vidhya

https://www.analyticsvidhya.com/blog/2021/07/understanding-the-basics-of-artificial-neural-network-ann/

Google Neural Network Sandbox

https://playground.tensorflow.org

ConvNetJS CIFAR-10 demo

https://cs.stanford.edu/people/karpathy/convnetjs/demo/cifar10.html