Custom Search Engine Development
Built a custom search engine optimized for scientific content using HITS, PageRank, and Vector Space Model; enhanced search accuracy through clustering techniques and query expansion.
Information Retrieval
Apache Nutch & Solr
Accessibility for Visually Impaired Individuals
Conducted a research on system integrating facial detection and emotion analysis to improve accessibility for visually impaired individuals in conversational scenarios.
Human Computer Interaction
Data Analysis
E-Grocery Web Application
Created an online grocery store application that features dynamic product categorization, real-time inventory tracking, and a responsive design built with JavaScript and jQuery.
JavaScript
jQuery
PHP
HTML
CSS
Multi-Class Image Classification using SPARK
Developed a multi-class image classification system using neural networks and Apache Spark for parallelized training, achieving 84% accuracy on Fashion MNIST with a single hidden layer. Leveraged Apache SPARK's capabilities for efficient hyperparameter optimization and distributed processing.
Big Data
Apach Spark
Machine Learning
Hepatitis Stage Prediction
Conducted a comparative analysis of classifiers (Logistic Regression, Decision Trees, KNN, SVM with bagging) to achieve an F1-score of 0.93 and analyzed model performance under varying data conditions using correlation analysis and comprehensive ML metrics.
Machine Learning
Data Analysis
Python
Domain-Specific Question-Answering System
Developed a question-answering system using knowledge representation and logical inference with Prover9, enabling domain-specific answers through structured question-answering approach for AI applications.
Artificial Intelligence
Logical Inference
NFT Transaction System
Developed a full-stack web application with flask backend & SQL database to manage NFT trading data. Optimized database performance through query optimization and indexing techniques, ensuring efficient handling of NFT transactions and related data.
Database Management
Full Stack Development
Automatic Web-based Proctoring System
Developed an automated proctoring system capable of monitoring and managing web-based remote exams. Integrated advanced features including eye gaze tracking, face detection and recognition, and head movement detection to ensure academic integrity.
Computer Vision
Machine Learning
Python
Amazon Product Review Analysis
Extracted user ratings and comments for Amazon products via web scraping. Conducted Sentiment Analysis using NLP techniques with Python to analyze product reviews. Utilized skills in Data Science, Computer Science, Python programming, Data Analysis, and Communication.