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niaj-a / Machine-Learning

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Your all-in-one Machine Learning resource – from scratch implementations to ensemble learning and real-world model tuning. This repository is a complete collection of 25+ essential ML algorithms written in clean, beginner-friendly Jupyter Notebooks. Each algorithm is explained with intuitive theory, visualizations, and hands-on implementation.

machine-learning simple machine-learning-algorithms polynomial-regression gradient-descent-algorithm stochastic-gradient-descent classification-algorithm batch-gradient-descent mini-batch-gradient-descent regression-algorithms simple-linear-regression lasso-regression-model lasso-regularization ridge-regression-model multiple-linear-regression-model regularization-techniques regression-metrics classification-metrics ridge-regularization
  • Updated Jul 22, 2025
  • Jupyter Notebook

DeepraMazumder / Bike-Sharing-Count-Prediction

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A Machine Learning project to predict bike-sharing counts using regression models, including linear, polynomial, and regularized techniques

linear-regression polynomial-regression lasso-regularization ridge-regularization < FCDC a data-hydro-click="{"event_type":"explore.click","payload":{"click_context":"REPOSITORY_CARD","click_target":"TOPIC","click_visual_representation":"TOPIC_TAG","actor_id":null,"record_id":1969439,"originating_url":"https://github.com/topics/ridge-regularization","user_id":null}}" data-hydro-click-hmac="a0f81a19a0c71ceb782542eb4749c7d01aa36bb72e656779f5c754060f471d60" title="Topic: elastic-net-regularization" href="/topics/elastic-net-regularization" data-view-component="true" class="topic-tag topic-tag-link Link f6 mb-2">elastic-net-regularization
  • Updated Sep 9, 2024
  • Jupyter Notebook

pavanreddy2307 / Regression_models

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Explore various regression models including univariate and multivariate linear regression, along with regularization techniques such as Ridge Regression and Lasso Regression. This repository contains Jupyter Notebook files (.ipynb) demonstrating the implementation and usage of different regression models. Additionally, datasets used for training an

multivariate-regression lasso-regularization univariate-regression ridge-regularization
  • Updated Feb 27, 2024
  • Jupyter Notebook

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