some notes.md

8 Tactics to Combat Imbalanced Classes in Your Machine Learning Dataset

https://machinelearningmastery.com/tactics-to-combat-imbalanced-classes-in-your-machine-learning-dataset/

How to set class weights for imbalanced classes in Keras?

https://datascience.stackexchange.com/questions/13490/how-to-set-class-weights-for-imbalanced-classes-in-keras

Must Know Tips/Tricks in Deep Neural Networks

http://lamda.nju.edu.cn/weixs/project/CNNTricks/CNNTricks.html

A bunch of tips and tricks for training deep neural networks

https://towardsdatascience.com/a-bunch-of-tips-and-tricks-for-training-deep-neural-networks-3ca24c31ddc8

Oversampling and undersampling in data analysis

https://en.wikipedia.org/wiki/Oversampling_and_undersampling_in_data_analysis

How to increase your small image dataset using Keras ImageDataGenerator

https://medium.com/@arindambaidya168/https-medium-com-arindambaidya168-using-keras-imagedatagenerator-b94a87cdefad

Data Augmentation

https://towardsdatascience.com/image-augmentation-for-deep-learning-using-keras-and-histogram-equalization-9329f6ae5085

Gradient backpropagation through ResNet skip connections

https://stats.stackexchange.com/questions/268820/gradient-backpropagation-through-resnet-skip-connections
https://stackoverflow.com/questions/44512126/how-to-calculate-gradients-in-resnet-architecture
https://medium.com/@pierre_guillou/understand-how-works-resnet-without-talking-about-residual-64698f157e0c
https://www.researchgate.net/post/How_backpropagation_works_for_learning_filters_in_CNN

VGG Convolutional Neural Networks Practical

http://www.robots.ox.ac.uk/~vgg/practicals/cnn/

What is cross-entropy?

https://stackoverflow.com/questions/41990250/what-is-cross-entropy
https://ml-cheatsheet.readthedocs.io/en/latest/loss_functions.html
https://rdipietro.github.io/friendly-intro-to-cross-entropy-loss/
https://stackoverflow.com/questions/34240703/what-is-logits-softmax-and-softmax-cross-entropy-with-logits/39499486#39499486

Newton’s method and SGD

https://stats.stackexchange.com/questions/253632/why-is-newtons-method-not-widely-used-in-machine-learning
https://stackoverflow.com/questions/12066761/what-is-the-difference-between-gradient-descent-and-newtons-gradient-descent
https://dinh-hung-tu.github.io/gradient-descent-vs-newton-method/
http://sofasofa.io/forum_main_post.php?postid=1001010 https://blog.csdn.net/lsgqjh/article/details/79168095