parvvaresh / ml-algorithms-from-scratch

Here we have fully implemented a number of algorithms related to machine learning

there are a machine learning algorithm :

1. Regression :

   • Linear Regression ✓

   • Ridge Regression ✓

   • Lasso Regression ✓

   • ElasticNet Regression ✓

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   • Decision Tree Regression

   • Random Forest Regression

   • Support Vector Regression (SVR)

   • Bayesian Regression

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   • KNN Regression ✓

   • Weight KNN Regression ✓

2. Clustering:

   • K-Means
   • Hierarchical Clustering
   • DBSCAN
   • Mean Shift Clustering
   • Gaussian Mixture Models
   • Spectral Clustering
   • Agglomerative Clustering
   • Affinity Propagation

3. Classification:

   • 3.1. KNN:

     • Knn ✓
     • Weight Knn ✓

   • 3.2. Tree:

     • Decision Tree
     • Random Forest

   • Logstic Regression ✓

   • Bayesian ✓

   • Minimum Distance Classifier ✓

   • Support Vector Machine (SVM)