Projects
Clustering Algorithm Comparison
Tools: Python, NumPy, Matplotlib
Implemented K-Means and Hierarchical Agglomerative Clustering (Single/Complete Linkage) from scratch on 3D datasets. Evaluated cluster quality using a custom Silhouette Score script; K-Means achieved higher scores across all trials.
View on GitHubApriori Algorithm vs. Brute Force
Tools: Python, MySQL, SQL Workbench
Built Apriori and brute force algorithms to extract association rules from transactional data using support and confidence thresholds. Demonstrated Apriori’s efficiency by pruning infrequent itemsets early, reducing runtime compared to brute force.
View on GitHubExploratory Data Analysis & Dashboard Design
Tools: Python, Tableau, Excel
Conducted descriptive and inferential statistical analysis to address stakeholder-defined business questions. Built an interactive Tableau dashboard to communicate trends, patterns, and recommendations effectively.
View on GitHubPredictive Modeling & Evaluation
Tools: Python, Scikit-learn, Pandas, Matplotlib
Applied supervised learning models to public datasets, comparing accuracy, precision, recall, and F1 score. Delivered actionable insights supported by visualization and a written technical report.
View on GitHubSQL Query Optimization & Data Management System
Tools: SQL, Relational Algebra
Designed and optimized SQL queries and indexing strategies for a relational database system. Focused on improving performance and query logic, supported by a final report and presentation.
View on GitHubE-Commerce Website Development
Tools: HTML, CSS, JavaScript, Django, Bootstrap
Developed a full-stack e-commerce app with dynamic product listings, category filters, and real-time cart updates. Focused on secure login and data-driven functionality for an improved user experience.
View on GitHub