ml_algos

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Table of Contents

• Algorithms
• Testing
• Installation
• License

Algorithms

All algorithms implemented with gradient descent (where applicable).

• Perceptron
• Linear regression
• Ridge regression
• Logisitic regression
• Hard-margin SVM classifier
• Soft-margin SVM classifier
• Kernel SVM classifier
• SVM regressor
• Decision tree classifier
• Decision tree regressor
• Bagging
• Adaboost
• Multilayer perceptron (neural network):
  • Batch Gradient Descent (math)
  • Minibatch Gradient Descent
  • Stochastic Gradient Descent
  • Momentum Optimizer
  • RMSProp Optimizer
  • ADAM Optimizer

Testing

• Binary classification (dataset)
• Multi-class classification (dataset)
• 2d regression (dataset)
• nd regression (dataset)

Installation

pip install ml-algos

License

ml-algos is distributed under the terms of the MIT license.