https://github.com/keivanipchihagh/ml-models-from-scratch

Implementations of Machine Learning models, Regularizers, Optimizers and different Cost functions.
https://github.com/keivanipchihagh/ml-models-from-scratch

knn-classification knn-regression lasso-regression linear-regression regression regularization ridge-regression

Last synced: 10 months ago
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Implementations of Machine Learning models, Regularizers, Optimizers and different Cost functions.

• Host: GitHub
• URL: https://github.com/keivanipchihagh/ml-models-from-scratch
• Owner: keivanipchihagh
• License: mit
• Created: 2021-10-01T20:24:27.000Z (over 4 years ago)
• Default Branch: main
• Last Pushed: 2021-10-31T15:18:45.000Z (over 4 years ago)
• Last Synced: 2025-03-01T07:17:51.515Z (over 1 year ago)
• Topics: knn-classification, knn-regression, lasso-regression, linear-regression, regression, regularization, ridge-regression
• Language: Python
• Homepage:
• Size: 36.1 KB
• Stars: 2
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

README

          
# Linear Models

Implementations of LinearRegression, LassoRegression and RidgeRegression with appropriate Regularizers and Optimizers.

#### Linear Regression

- Optimizer: Square Least

- Regularizer: None

#### Lasso Regression

- Optimizer: Gradient Decent

- Regularizer: L1

#### Ridge Regression

- Optimizer: Gradient Decent

- Regularizer: L2