Custom machine learning package with regression, PCA, KNN, neural networks
Project description
🚀 Ambika ML Package
A custom Machine Learning library built from scratch implementing core algorithms without using sklearn.
📌 Features
- 📈 Linear Regression (OLS)
- 🔵 Ridge & Lasso Regression
- 📊 PCA (Eigen decomposition)
- 🔍 KNN Classifier (custom distance metrics)
- 🧠 Neural Network (Hebbian learning rule)
- ⚡ Perceptron (online learning)
- 📉 Custom metrics (MSE, R², Accuracy, etc.)
- 🧪 Full test suite with pytest
📦 Installation
pip install ambika-ml-package
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