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
- ⭐ Support Vector Classifier (SVC)
- 😃 Support Vector Regressor (SVR)
- 🔢 Ridge Regression
- 🎓 Nearest Mean
- 📕 K-Means
- 📗 K-Nearest Neighbors (KNN)
- 👀 Perceptron Learning
- 📷 MSE techniques (classification&Regression)
- 🀄 Density Estimation (Non-parametric)
- 👥 Density Estimation (parametric)
- 📊 ANN
- 🐍 PCA
Math Derivation
- ⭐ Support Vector Classifier (SVC)
- 😃 Support Vector Regressor (SVR)
- 🔢 Ridge Regression
- 🎓 Nearest Mean & K-Means
- 📗 K-Nearest Neighbors (KNN)
- 👀 Perceptron Learning
- 📷 MSE techniques (classification&Regression)
- 🀄 Density Estimation
- 🐍 PCA
ML Playground
- 🏄 Digit Recognizer
- 🎆 Auto Encoder
- ✏️
- 💡
- 📣