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kallaKB / Assignment-05-Simple-Linear-Regression-1

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Assignment-04-Simple-Linear-Regression-2. Q2) Salary_hike -> Build a prediction model for Salary_hike Build a simple linear regression model by performing EDA and do necessary transformations and select the best model using R or Python. EDA and Data Visualization. Correlation Analysis. Model Building. Model Testing. Model Predictions.

python numpy linear-regression smf regression eda data-visualization seaborn matplotlib pvalue feature-engineering regression-models model-predictive-control stats-module
  • Updated Feb 15, 2022
  • Jupyter Notebook

shwetapardhi / Assignment-05-Multiple-Linear-Regression-2

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Prepare a prediction model for profit of 50_startups data. Do transformations for getting better predictions of profit and make a table containing R^2 value for each prepared model. R&D Spend -- Research and devolop spend in the past few years Administration -- spend on administration in the past few years Marketing Spend -- spend on Marketing in t

python numpy smf eda p-value ols-regression statsmodels correlation-analysis collinearity-diagnostics heteroscedasticity vif multi-linear-regression leverage-score residual-analysis pair-plot cooks-distance r-square-values homoscedasticity regress-exog
  • Updated May 6, 2024
  • Jupyter Notebook

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