Neural Networks
Back-Propagation is very simple. Who made it Complicated ?
https://medium.com/@14prakash/back-propagation-is-very-simple-who-made-it-complicated-97b794c97e5c
Lecture 1 Introduction to Convolutional Neural Networks for Visual Recognition, stanford, 1/16
https://www.youtube.com/watch?v=vT1JzLTH4G4&ab_channel=StanfordUniversitySchoolofEngineering
Deep learning online textbook, goodfellow
https://www.deeplearningbook.org/
A Quick Introduction to Neural Networks, KDnuggets
How Do Neural Networks Learn? KDnuggets
Introduction to Convolutional Neural Networks, KDnuggets
https://www.kdnuggets.com/2020/06/introduction-convolutional-neural-networks.html
A Layman’s Guide to Deep Convolutional Neural Networks, Toward Data Science
Deep Learning in a Nutshell, Nvidia, 1/4
Stochastic Gradient Descent Algorithm With Python and NumPy
https://realpython.com/gradient-descent-algorithm-python/
Fundamentals of Deep Learning Activation Functions and When to Use Them
https://www.analyticsvidhya.com/blog/2020/01/fundamentals-deep-learning-activation-functions-when-to-use-them/
Compare: AI, ANN, ML, DS
Data Science vs Machine Learning What’s The Difference, edureka
Gradient Descent
Gradient descent, Wikipedia
"The gradient descent method involves calculating the derivative of the loss function with respect to the weights of the network. This is normally done using backpropagation."
How to understand Gradient Descent algorithm, KDnuggets
Backpropagation and Gradient Descent, pathmind
Keep it simple! How to understand Gradient Descent algorithm, KDnuggets
An Intuitive Introduction to Gradient Descent, KDnuggets
5 Concepts You Should Know About Gradient Descent and Cost Function, KDnuggets
Backpropagation Algorithm
Backpropagation Algorithm, machinelearningmastery
Backpropagation, Wikipedia
Backpropagation Algorithm For Training A Neural Network, edureka
Back Propagation Neural Network: Explained With Simple Example, Guru99
Efficient Backprop
http://yann.lecun.com/exdb/publis/pdf/lecun-98b.pdf
Activation Functions
Activation Functions and When to Use Them, Analytics Vidhya
Activation functions in Neural Networks, geeksforgeeks
Generative Adversarial Network (GAN)
Generative adversarial network, Wikipedia
Overview of GAN Structure, Google
What’s a Generative Adversarial Network, Blogs Nvidia
Nvidia Playground GANs, Blogs Nvidia
Fundamentals of Deep Learning – Activation Functions and When to Use Them
Added January 21, 2022
Simplilearn, AI and ML playlist
https://www.simplilearn.com/resources/artificial-intelligence-machine-learning
Simplilearn,Deep Learning Tutorial for Beginners playlist
Artificial Neural Network
https://www.saedsayad.com/artificial_neural_network.htm
https://www.saedsayad.com/further_readings.htm
https://www.saedsayad.com/data_mining_map.htm
An Introduction to Data Science
Explained: Neural networks, MIT
https://news.mit.edu/2017/explained-neural-networks-deep-learning-0414
Understanding the Basics Of Artificial Neural Network, Analytics Vidhya
Your First Deep Learning Project in Python with Keras Step-By-Step
https://machinelearningmastery.com/tutorial-first-neural-network-python-keras/
Building a Convolutional Neural Network Using TensorFlow Keras
https://www.analyticsvidhya.com/blog/2021/06/building-a-convolutional-neural-network-using-tensorflow-keras/
Deep Learning Tutorial for Beginners
https://www.simplilearn.com/tutorials/deep-learning-tutorial?source=sl_frs_nav_playlist_video_clicked
Google Neural Network Sandbox
https://playground.tensorflow.org
ConvNetJS CIFAR-10 demo
https://cs.stanford.edu/people/karpathy/convnetjs/demo/cifar10.html
The Mathematical Engineering of Deep Learning online book
https://deeplearningmath.org/supervised-machine-learning.html
How Do Convolutional Layers Work in Deep Learning Neural Networks?, mlm
https://machinelearningmastery.com/convolutional-layers-for-deep-learning-neural-networks/