Implementation of basic mathematical pattern recognition/machine learning techniques for fun
Setup
- Download with pip
pip install MLplayground
- Download with git
git clone https://github.com/lujiazho/MachineLearningPlayground.git
Tutorials
- โญ Support Vector Classifier (SVC)
- ๐ Support Vector Regressor (SVR)
- ๐ข Ridge Regression
- ๐ Nearest Mean
- ๐ K-Means
- ๐ K-Nearest Neighbors (KNN)
- ๐ Perceptron Learning
- ๐ท MSE techniques (classification&Regression)
- ๐ Density Estimation (Non-parametric)
- ๐ฅ Density Estimation (parametric)
- ๐ ANN
- ๐ PCA
Math Derivation
- โญ Support Vector Classifier (SVC)
- ๐ Support Vector Regressor (SVR)
- ๐ข Ridge Regression
- ๐ Nearest Mean & K-Means
- ๐ K-Nearest Neighbors (KNN)
- ๐ Perceptron Learning
- ๐ท MSE techniques (classification&Regression)
- ๐ Density Estimation
- ๐ PCA
ML Playground
- ๐ Digit Recognizer
- ๐ Auto Encoder
- โ๏ธ
- ๐ก
- ๐ฃ