Machine Learning From Scratch with C++

Implementations of Classic Machine Learning Algorithm with C++ (some visualization works are implemented with python)

Most of the machine learning implementations are based on python, and I hope to provide some reference for C++ enthusiasts through this repository.

ToDo List

• k-means
• k-NN (k nearest neighbors)
• regression trees
• simple linear regresion
• multiple variable linear regression with SGD
• logistic regression with SGD
• perceptron
• MLP with backpropagation
• optimizer (SGD, Adam)
• random forest
• convolutional neural network
• collaborative filtering

Reference

• https://machinelearningmastery.com/machine-learning-algorithms-from-scratch/
• https://github.com/eriklindernoren/ML-From-Scratch