https://github.com/biswajitsahoo1111/machine_learning_regression_and_optimization

This repository contains code examples supplementing the paper titled "Machine Learning, Regression, and Optimization".

https://github.com/biswajitsahoo1111/machine_learning_regression_and_optimization

Science Score: 10.0%

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    Links to: springer.com
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    Low similarity (3.6%) to scientific vocabulary

Keywords

deep-learning julia machine-learning matlab portfolio-optimization python r regression
Last synced: 6 months ago · JSON representation

Repository

This repository contains code examples supplementing the paper titled "Machine Learning, Regression, and Optimization".

Basic Info
  • Host: GitHub
  • Owner: biswajitsahoo1111
  • Language: Jupyter Notebook
  • Default Branch: master
  • Homepage:
  • Size: 1.74 MB
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Topics
deep-learning julia machine-learning matlab portfolio-optimization python r regression
Created almost 6 years ago · Last pushed over 4 years ago

https://github.com/biswajitsahoo1111/machine_learning_regression_and_optimization/blob/master/

# [Machine Learning, Regression, and Optimization](https://link.springer.com/chapter/10.1007%2F978-981-16-1919-9_15)
This repository contains code examples supplementing the paper titled "[Machine Learning, Regression, and Optimization](https://link.springer.com/chapter/10.1007%2F978-981-16-1919-9_15)" authored by [Biswa Nath Datta](http://www.math.niu.edu/~dattab/) and [Biswajit Sahoo](https://biswajitsahoo1111.github.io/).

* [Toy examples to demonstrate the algorithms in the paper](https://github.com/biswajitsahoo1111/machine_learning_regression_and_optimization/blob/master/ML_regression_optimization_python.ipynb) ([Python code](https://github.com/biswajitsahoo1111/machine_learning_regression_and_optimization/blob/master/ML_regression_optimization_python.ipynb)) ([MATLAB code](https://github.com/biswajitsahoo1111/machine_learning_regression_and_optimization/blob/master/ML_regression_optimization_MATLAB.pdf))


## Numerical Experiments

* [Portfolio optimization](https://github.com/biswajitsahoo1111/machine_learning_regression_and_optimization/blob/master/portfolio_cvxpy.ipynb) ([Python code](https://github.com/biswajitsahoo1111/machine_learning_regression_and_optimization/blob/master/portfolio_cvxpy.ipynb)) ([R code](https://github.com/biswajitsahoo1111/machine_learning_regression_and_optimization/blob/master/portfolio_R.pdf)) ([Julia code](https://github.com/biswajitsahoo1111/machine_learning_regression_and_optimization/blob/master/portfolio_julia.ipynb)) ([MATLAB code](https://github.com/biswajitsahoo1111/machine_learning_regression_and_optimization/blob/master/portfolio_cvx_matlab.pdf))

* [Predicting number of Corona virus cases in New York](https://github.com/biswajitsahoo1111/machine_learning_regression_and_optimization/blob/master/Predicting_corona_cases_R.ipynb) ([Python code](https://github.com/biswajitsahoo1111/machine_learning_regression_and_optimization/blob/master/Predicting_corona_cases_Python.ipynb)) ([R code](https://github.com/biswajitsahoo1111/machine_learning_regression_and_optimization/blob/master/Predicting_corona_cases_R.ipynb))

* [Boston house price prediction](https://github.com/biswajitsahoo1111/machine_learning_regression_and_optimization/blob/master/Boston_house_price_prediction_using_regression.ipynb)




Owner

  • Name: Biswajit Sahoo
  • Login: biswajitsahoo1111
  • Kind: user
  • Location: Bengaluru, India
  • Company: HP Inc. R&D

Machine Learning Engineer at HP Inc. R&D, Bengaluru, India

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