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assumption-testing

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An end-to-end data science project presented on a static HTML/CSS platform. Analyzes 28,470 California DMV records (2021–2025) using Poisson and logistic regression to examine disengagement rates across manufacturers, environments, and event categories, translating the results into recommendations for AV manufacturers and transportation regulators.

  • Updated Sep 9, 2026
  • HTML

This project was done in the 4th semester of Btech data science. Took an online dataset about cars. Understood, cleaned, visualized and prepared our data for building a regression model. Using Recursive feature elimination and Backward selection as a method of feature selection we built a final model. Then tested the assumptions that we made abo…

  • Updated Jun 14, 2021
  • Jupyter Notebook

Analysis of real estate sales data. Tasks include understanding dataset structure, variable conversion, descriptive analysis, pairwise comparisons, linear relationship analysis, multiple regression modeling, feature selection using stepwise methods, final model summary, assumptions checking, and LASSO variable selection. Results are documented.

  • Updated Apr 15, 2024
  • R

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