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A collection of machine learning algorithms

Project description

ML_algorithms

A collection of machine learning algorithms implemented in Python. This package includes implementations for various supervised learning models such as XGBoost, Decision Trees, Random Forest, K-Nearest Neighbors (KNN), and Linear SVM, Linear regression, Logistics Regression . Each algorithm is organized in its own module for easy use and experimentation.

Features

  • XGBoost Regressor: Implementation of XGBoost regression with helper functions for model building.
  • Decision Trees: Code for constructing decision trees used by various algorithms.
  • Random Forest Regressor: Ensemble method combining multiple decision trees for robust predictions.
  • K-Nearest Neighbors (KNN): A simple and effective algorithm for classification and regression.
  • Linear SVM: Linear Support Vector Machine implementation for classification tasks.
  • Linear Regression: implements sinmple and multivariate linear regression algorithm.
  • Logistic Regression: implements logistics regression.

Installation

Install the package directly from PyPI using pip:

pip install ren_algorithm

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