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Pratyush Bagaria's Projects

artificial-intelligence-projects icon artificial-intelligence-projects

These are the Pac-Man projects involving design and implementation of various AI & ML techniques for which complete description and base code files is made available at http://ai.berkeley.edu/project_overview.html by Dan Klein, Pieter Abbeel and others. This project along with the complete course was adapted by our professor here at University of Illinois at Chicago

aspectbasedsentimentanalysis icon aspectbasedsentimentanalysis

Aspect based sentiment analysis is the determination of sentiment orientation of different textual review or post based on the aspect terms associated with that review or post. After pre-processing the data, classification report is obtained for multiple ML and Neural Network Models on training data-set and the best among them is then used for classification on test data-set.

ciml-projects icon ciml-projects

This repository contains the edited code files and the corresponding data-set for the projects available at: https://github.com/hal3/ciml

constrainedmsapriori icon constrainedmsapriori

A python implementation for MS Apriori algorithm to find frequent itemsets from a given set of transaction data and parameters with certain constraints

empathy-prediction icon empathy-prediction

Using the Young People Survey Dataset, the task is to predict a person’s “Empathy” as either “very empathetic” (answers 4 and 5) or “not very empathetic” (answers 1, 2, and 3)

gmail-user-agent icon gmail-user-agent

Mail User Agent (MUA) - A desktop application similar to Outlook - Designed to work for Gmail accounts - Java application

jdbc-implementation icon jdbc-implementation

Implementaion of JDBC based on the given description in problem-description.doc file

neuralnetworks icon neuralnetworks

This repository includes discrete and independent code files in which various neural network algorithms and methods are implemented

random-java-program-generator icon random-java-program-generator

Graduate course project which provides experience in creating a generator that creates a syntactically correct but semantically meaningless Java Program

ridesharing icon ridesharing

Under certain set of assumptions the algorithm implemented merges the individual trip requests into 4-Pax, 3-Pax, 2-Pax trips & finds the remaining unmerged trips while considering the rider's social preferences. Evaluation is done in terms of distance savings under these considerations. A real spatio-temporal data of around 1 million trip requests was collected & cleaned from NYC TLC's website & a simulated dataset of rider's preferences was considered.

tack-it-up icon tack-it-up

A note-taking web application built on MEAN Stack. The application is deployed on AWS at - http://tack-it-up.s3-website-us-east-1.amazonaws.com

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