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Akshit Jain's Projects

customer-segmentation-marketing icon customer-segmentation-marketing

Implement K-means and Hierarchical clustering algorithms to segment customers in order to gain insight into shopping behaviors, analyze product affinity, measure marketing effectiveness, and better allocate future marketing spend.

item-based-recommender icon item-based-recommender

An item-based recommender model that computes cosine similarity for each item pairs using the item factors matrix generated by Spark MLlib’s ALS algorithm and recommends top 5 items based on the selected item.

loan-extension-analysis icon loan-extension-analysis

This project aims to analyze data for loans through 2007-2015 from LendingClub available on Kaggle.

product-sales-forecasting icon product-sales-forecasting

Forecasted product sales using time series models such as Holt-Winters, SARIMA and causal methods, e.g. Regression. Evaluated performance of models using forecasting metrics such as, MAE, RMSE, MAPE and concluded that Linear Regression model produced the best MAPE in comparison to other models

restaurant-finder-featurereviews icon restaurant-finder-featurereviews

Build a Flask web application to help users retrieve key restaurant information and feature-based reviews (generated by applying market-basket model – Apriori algorithm and NLP on user reviews).

socialapp-2fa icon socialapp-2fa

A social networking service that implements best practices for performing two-factor authentication.

superstore-tableau-analysis icon superstore-tableau-analysis

The intelligent dashboard provides an overview of the performance of Superstore by tracking various KPIs and analyzing product categories

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