Past Projects:
Web Racing Game - Backend - Data Engineering
● Tools: Redis-json, Nodejs, Express, JavaScript
● Built backend and server logic for web app racing game using in memory database and live data streaming.
● Won gold prize ($2000) in Redis 2021 Hackathon. 🥇
Malaria Blood Smear Classifier - Image Classification
● Tools: Python, TensorFlow, TensorBoard, Matplotlib, Pandas, Numpy
● Used a public dataset of 23,000 images to classify with 95% validation accuracy
● Identified and visualised mislabeled data to quantify validation error
NBA Betting Model Project - Regression Analysis
● Tools: Python, Numpy, Scrapy, Pandas, Sklearn, XGBoost, Matplotlib, Seaborn
● Predicted the total score of a match within 15% accuracy of the betting lines
● Scraped, cleaned, feature engineered and hyper-optimized for improving model results
Business Expansion Project - Geo-spatial Interactive Visualization
● Tools: Python, Pandas, Geopandas, Contextily, Folium, Matplotlib
● Located and visualized high population area of the city, with low business competition
● Analysed Google ratings to find most favourable gym type for highest success
2016 Canadian Census Visualizations - Exploratory Data Analysis
● Tools: Python, Pandas, Matplotlib, Seaborn, Squarify
● Read and sorted census data to provide insights with various visuals
● Visuals used: Vertical/horizontal bar graphs, pie-charts, box-plots, and line graphs
