Day 4: Convolutional Neural Networks, images

Deep learning with R: Chapter 5 - Deep learning for computer vision

Artificial Intelligence book: Convolution - Explaining 1D and 2D convolution, padding, stride. Convolutional Neural Networks provide further details on CNNs, references, and Youtube videos

Convolutional Neural Network - Learn Convolutional Neural Network from basic and its implementation in Keras. Animated illustrations, definitions, Python code

Neural Networks and Deep Learning book, Chapter 6: Deep convolutional networks - Illustrated principles of image learning, Python/Theano implementation

Analytics Vidhya: Demystifying the Mathematics Behind Convolutional Neural Networks (CNNs) - A good description of CNN network, filters, convolution layers, and the math of forward and backward propagation

Analytics Vidhya: A Comprehensive Tutorial to learn Convolutional Neural Networks from Scratch - Illustrated theory of CNNs

Image Classification with Convolutional Neural Networks - Medium blog post about theory, definitions, and Keras/Tensorflow model construction in Python

Convolutional Neural Networks | MIT 6.S191 - CNN explained

DeepLizard: Convolutional Neural Networks (CNNs) Explained - 9min video and illustrated text about CNNs