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Saptarshi Mandal's Projects

bike_sharing_assignment icon bike_sharing_assignment

This GitHub repository presents an assignment focused on building a multiple linear regression model to accurately predict the demand for shared bikes. The assignment focuses on understanding the factors affecting bike demand, evaluating the model's performance using R-squared score, and providing insights for business strategy and market dynamics.

credit_eda_assignment icon credit_eda_assignment

This repository contains a case study that focuses on identifying patterns indicating clients' payment difficulty for loan applications. Exploratory Data Analysis (EDA) is employed to identify risky applicants, allowing for informed actions like loan denial, reduced loan amounts, or higher interest rates to ensure loan repayment capability.

lead_scoring_case_study icon lead_scoring_case_study

This github repository contains a logistic regression model built for X Education to help the company prioritize potential leads based on their likelihood of conversion. It includes code for data preprocessing, feature selection, and model evaluation, as well as recommendations for utilizing the model effectively.

rsvp_movies_solution icon rsvp_movies_solution

This GitHub repository presents a data analysis project for RSVP Movies, an Indian film production company venturing into global audience releases. Leveraging MySQL, the project analyzes past movie data to draw insights and provide strategic recommendations for their upcoming international movie project in 2022.

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