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Implement various supervised and unsupervised learning algorithms fro… - #1

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Mattral merged 1 commit into
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recovery
Jun 3, 2026
Merged

Implement various supervised and unsupervised learning algorithms fro…#1
Mattral merged 1 commit into
mainfrom
recovery

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@Mattral

@Mattral Mattral commented Jun 3, 2026

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…m scratch

  • Added Random Forest Classifier with bootstrap aggregation of decision trees.
  • Implemented Ridge Regression using closed-form regularized normal equations.
  • Developed Linear Support Vector Machine Classifier trained with stochastic sub-gradient descent.
  • Introduced K-Means Clustering algorithm with Lloyd's iteration and K-Means++ initialization.
  • Created tests for Decision Tree, KNN, Lasso Regression, Linear Regression, Logistic Regression, Naive Bayes, Random Forest, Ridge Regression, SVM, and K-Means.
  • Added shared fixtures for reproducible test datasets.

…m scratch

- Added Random Forest Classifier with bootstrap aggregation of decision trees.
- Implemented Ridge Regression using closed-form regularized normal equations.
- Developed Linear Support Vector Machine Classifier trained with stochastic sub-gradient descent.
- Introduced K-Means Clustering algorithm with Lloyd's iteration and K-Means++ initialization.
- Created tests for Decision Tree, KNN, Lasso Regression, Linear Regression, Logistic Regression, Naive Bayes, Random Forest, Ridge Regression, SVM, and K-Means.
- Added shared fixtures for reproducible test datasets.
@dagshub

dagshub Bot commented Jun 3, 2026

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@Mattral Mattral left a comment

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LGTM

@Mattral
Mattral merged commit 2706635 into main Jun 3, 2026
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@Mattral
Mattral deleted the recovery branch June 10, 2026 15:15
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