https://github.com/vishalanandv/multivariate_regression_analysis
Multiplevariate Linear Regression, Gradient Descent with Python
https://github.com/vishalanandv/multivariate_regression_analysis
data-science data-visualization dataanalysis gradient-descent linear-regression multivariate-regression python
Last synced: 10 months ago
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Multiplevariate Linear Regression, Gradient Descent with Python
- Host: GitHub
- URL: https://github.com/vishalanandv/multivariate_regression_analysis
- Owner: VishalAnandV
- Created: 2023-04-05T14:42:49.000Z (over 2 years ago)
- Default Branch: main
- Last Pushed: 2023-04-05T18:49:11.000Z (over 2 years ago)
- Last Synced: 2025-01-13T14:39:55.784Z (11 months ago)
- Topics: data-science, data-visualization, dataanalysis, gradient-descent, linear-regression, multivariate-regression, python
- Language: Jupyter Notebook
- Homepage:
- Size: 563 KB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
## Multiple Linear Regression, Gradient Descent /w Python
Multiple linear regression is a technique that uses several independent variables in order to predict the outcome of a dependent variable.
### Project aims
- Analyze the datasets and select the best predictors.
- Implement the gradient descent algorithm.
- Test the implementation for a varying number of iteration steps, learning rate, train/test ratio to estimate their effect on the model.
- Evaluating the goodness of fit for each case and gaining a deeper grasp of the characteristics of multiple linear regression.