Linear Regression (Gradient Descent) from scratch
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Updated
May 23, 2021 - Python
Linear Regression (Gradient Descent) from scratch
Conducted a comprehensive research project focused on regression analysis and modeling to explore the relationship between income and education.
A Econometric Analysis of the India's GDP to determine whether their is any flaw in India's GDP, as quoted by Dr. Arvind Subhramanium.
A professional web application for calculating geotechnical soil resistance parameters (φ′, c′, E, Su, τ) from Standard Penetration Test (SPT) results.
Personal R Package
A complete guide to Ordinary Least Squares regression with diagnostics, robust alternatives, and best practices. Includes theory, implementation, model comparison, and practical recommendations using Python's statsmodels.
Implemented ordinary least squares regression from scratch in python by computing root mean square error and coefficient estimates
penalized linear and logistic regression R package
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