Featured Projects
Kerala Healthcare Resource Optimization
Built a predictive machine learning framework to forecast district-level healthcare infrastructure stress and integrated Linear Programming to minimize unmet demand under surge conditions.
Best Model: Ridge Regression
Performance: 87% R² Score
Key Insight: Infrastructure instability beyond 1.6x demand surge
Social Media Sentiment Intelligence: Feminism Discourse Analysis
Built an end-to-end NLP pipeline to analyze public sentiment and thematic trends in feminism-related Twitter discourse, integrating topic modeling and ARIMA-based sentiment forecasting.
Sentiment Classes: Positive, Neutral, Negative
Modeling: LDA Topic Modeling + ARIMA Forecasting
Insight: Long-term sentiment fluctuations with identifiable thematic polarity patterns
Earth Under Pressure — Climate Systems & Human Impact Analysis
Designed a multi-layered Power BI dashboard integrating global temperature trends, disaster frequency, ENSO cycles, emissions data, and heat stress indicators to analyze interconnected climate dynamics and human impact.
Scope: 1900–2021 disaster & temperature trends
Integration: Multi-dataset regional & global climate modeling
Insight: Rising temperature correlates with disaster frequency & heat stress escalation
Energy-Aware ADHD Task Prediction & Recommendation System
Developed an AI-driven adaptive task scheduling system that predicts task completion probability using Random Forest and optimizes scheduling actions through Reinforcement Learning (Q-Learning) to support energy-aware productivity patterns.
Model: Random Forest Completion Predictor
Optimization: Q-Learning Adaptive Policy
Design: Context-aware behavioral decision framework
Boeing vs Airbus — Statistical Aviation Safety Analysis
Conducted a hypothesis-driven comparative analysis of aviation incident data, applying trend evaluation, severity assessment, and statistical testing (Chi-Square & Poisson models) to move beyond media narratives toward data-backed safety insights.
Analysis: Trend & Severity Distribution Modeling
Statistical Tests: Chi-Square Independence Test
Modeling: Poisson Event Frequency Analysis
AI Resume Reviewer & Skill Gap Analyzer
Built and deployed an AI-powered resume evaluation system that extracts skills from resumes and job descriptions, computes match scores, identifies missing competencies, and generates improvement suggestions using NLP-based text processing.
Functionality: Resume–JD Matching & Skill Gap Detection
Deployment: Streamlit Community Cloud
Architecture: Modular evaluation & suggestion engine
AI Learning & Interview Assistant (GenAI System)
Developed a Generative AI-powered system that creates structured learning roadmaps and role-based interview questions using prompt engineering, LLM inference, and structured JSON extraction for reliable formatted output.
Architecture: Modular Prompt → Model → JSON Extraction Pipeline
Functionality: Role-based Learning & Interview Question Generation
Deployment: Streamlit Cloud
Explore More Projects on GitHub
Discover additional experiments, analytics dashboards, AI prototypes, and data science explorations beyond the featured projects.
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