wuihee/machine-learning-algorithms

Machine learning algorithms from scratch with Python.

Machine Learning Algorithms

• Linear Regression
• Logistic Regression
• Decision Tree
• Ensemble
  • Random Forest
  • XGBoost
• K-Means
• Anomaly Detection
  • Gaussian Mixture Model (GMM)
• Neural Network
• Recommender Systems
  • Collaborative Filtering
  • Content-Based Filtering
• Principle Component Analysis (PCA)
• Reinforcement Learning

Usage

Install Poetry

pipx install poetry

Clone Repo

git clone https://github.com/wuihee/machine-learning-algorithms.git
cd machine-learning-algorithms

Install Dependencies

poetry install

Example Usage

from mlagos import LinearRegression

clf = LinearRegression()
clf.fit(X_train, y_train)
pred = clf.pred(X_test)