https://github.com/kmohamedalie/supervised_machine_learning-regression

Regression Algorithms
https://github.com/kmohamedalie/supervised_machine_learning-regression

kaggle-dataset lasso-regression multiple-linear-regression polynomial-regression ridge-regression simple-linear-regression supervised-machine-learning uci-machine-learning

Last synced: 4 months ago
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Regression Algorithms

• Host: GitHub
• URL: https://github.com/kmohamedalie/supervised_machine_learning-regression
• Owner: Kmohamedalie
• License: mit
• Created: 2023-07-29T21:07:45.000Z (almost 2 years ago)
• Default Branch: master
• Last Pushed: 2023-08-22T13:51:19.000Z (almost 2 years ago)
• Last Synced: 2025-01-02T15:32:05.056Z (6 months ago)
• Topics: kaggle-dataset, lasso-regression, multiple-linear-regression, polynomial-regression, ridge-regression, simple-linear-regression, supervised-machine-learning, uci-machine-learning
• Language: Jupyter Notebook
• Homepage: https://github.com/Kmohamedalie/Supervised_Machine_Learning-Regression/tree/master
• Size: 1.65 MB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Supervised Machine Learning - Regression Algorithms

**Supervised learning:**is a type of machine learning in which machine learn

from known datasets (set of training examples), and then predict the output.

A supervised learning agent needs to find out the function that matches a given sample set.

Supervised learning further can be classified into two categories of algorithms:

1) **Regression :** When the outcome is pure numeric value. 

	eg : Home price prediction. You are trying to estimate value of price.

2) **Classification :** When the outcome is a category/class. 

	eg: Fraud detection. You are trying to identify Yes/No class 




Note this is not an exhaustive list since most classification alogrithms now can also perform regression task example xgboostRegressor,  RandomForestRegressor, also even though the name says Logistic regression it is a classification algorithm:







   

      

         Algorithms

         Notebooks

        Datasets

      

   

   

      

        Linear Regression 

        statsmodels  sklearn

        SaT and Gpa 
 Real estate price 

      

      

        Multiple Linear Regression 

        Statsmodels_SaT_Gpa_Mult  

		
 

		Statsmodels_Real Estate price  

         SaT and Gpa Mult 


		Real Estate price 

        

      

        Lasso and Ridge 

        Regularization

        Hitters Baseball