Projects
Academic and passion projects from Georgia Tech MS program (2020-2022) exploring machine learning, data visualization, and software engineering.
Machine Learning
10 projectsTraffic Signs Image Classification
Multi-class classification of traffic sign images using various ML algorithms aimed at categorization of high impact classes with an accuracy of 93%.
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Predicting Game Success
Applying machine learning models to predict new games' success rate in the current market, along with sentiment analysis of user reviews represented in an interactive visualization.
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Face Recognition using PCA
Face recognition of subjects by computing top eigen faces from images shot with different expressions.
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Image Compression
Performing image compression of multiple image sizes using K-means clustering algorithm implemented from scratch.
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Spectral Clustering
Experimenting Spectral clustering algorithm with a synthetic dataset to identify non-convex clusters.
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Comparing Classifiers
A comparison of several classifiers in scikit-learn on synthetic datasets to illustrate the nature of decision boundaries of different classifiers.
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ISOMAP for Dimensionality Reduction
Implementing the ISOMAP algorithm to obtain a two-dimensional embedding for images corresponding to different poses of the same person and comparing its results with PCA.
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Clustering Digits
Applying clustering techniques on hand-written images of digits for unsupervised pattern recognition.
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Principal Component Analysis
Applying PCA on multiple datasets to identify trends, directions, and reduce dimensionality while preserving variance.
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Regularization
Applying Regularization techniques on a Housing dataset to prevent overfitting and improve generalization.
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Data Visualization
7 projectsNFT Analytics Dashboard
NFT Big data Analytics & dashboard built on large volumes of Opensea trading data and Twitter sentiment scraping.
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COVID-19 Big Data Pipeline
Implementing an end-to-end data pipeline on AWS using real-time streaming, PySpark and HDFS to analyse trends and impacts with COVID-19 dataset.
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Choropleth Visualization
Interactive Map visualization of ratings of board games specific to each region.
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Co-Actor Network Visualization
Building a network graph of co-actors and visualizing them as an interactive graph.
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Force Directed Graph
A network visualization identifying similarities between board games using force-directed simulations.
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Interactive Frequency Polygon
An Interactive frequency polygon chart to visualize a dataset containing list of games, their ratings, and supporting information.
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D3.js Line Chart
Experimenting different features in D3 line charts for visualizing board game ratings over time.
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Programming
3 projectsTic-Tac-Toe
A classic game of tic-tac-toe implementation using Python with AI opponent options.
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Gamble Game Simulation
Implementing a gamble game of die rolls and performing Monte-Carlo simulation and distribution tests.
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Fitting Distributions
Implementing routines to fit random variables to a set of continuous/discrete probability distributions.
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