Selected technical work across machine learning, analytics, and applied systems.
Project Archive
Each project page now uses a native visual cover instead of broken thumbnail references. For full supporting documents and attached project files, use the LinkedIn project archive while the remaining PDFs are migrated into this site.
2022 · Civil Engineering
Performance Based Seismic Design
Civil Engineering • Structural Analysis
Developed performance-based seismic design framework for RC structures using pushover analysis and FEMA guidelines for multi-hazard resilience assessment.
2022 · Machine Learning
Voice Gender Recognition
Machine Learning • Audio Processing
Developed audio classification system for voice gender recognition achieving 96% accuracy using MFCC features and SVM/Random Forest classifiers.
2022 · Web Development
Website Development - Indian Red Cross Society
Web Development • Drupal
Designed and deployed Drupal-based CMS for volunteer registry and donor database, reducing manual data entry by 50% and supporting 10,000+ monthly visitors.
2022 · Machine Learning
Adult Income Classification
Machine Learning • Classification
Built ensemble classification models on UCI Adult Census dataset achieving 87% accuracy in predicting income levels using gradient boosting and feature engineering.
2022 · Environmental Science
Taj Mahal Environmental Impact Assessment
Environmental Science • Impact Assessment
Comprehensive environmental impact assessment analyzing air quality, water pollution, and structural degradation threats to the UNESCO World Heritage monument.
2022 · Time Series
Statistical Analysis and Forecasting of Solar Energy Production
Time Series • Forecasting
Developed time series forecasting models (ARIMA, Prophet) for solar energy production achieving MAPE of 8.5% on 3-year historical data.
2022 · Statistics
Design of Experiments (DOE) Analysis
Statistics • DOE
Applied factorial design and response surface methodology to optimize industrial processes, achieving 25% improvement in process efficiency.
2022 · Deep Learning
Convolutional Neural Networks for Image Classification
Deep Learning • CNN
Implemented CNN architectures from scratch achieving 92% accuracy on CIFAR-10, exploring various optimization techniques and regularization methods.
2022 · NLP
Automated Plagiarism Detector
NLP • Text Analysis
Developed multi-algorithm plagiarism detection system using TF-IDF, cosine similarity, and Jaccard index achieving 91% detection accuracy.
2022 · Machine Learning
Active Learning for Forest Cover Classification
Machine Learning • Active Learning
Developed active learning framework achieving 94% accuracy with 30% less labeled data using uncertainty sampling and query-by-committee strategies.
2023 · Policy Analysis
Madhav Gadgil – Kasturi Rangan Reports Analysis
Policy Analysis • Environmental Science
Comprehensive policy analysis comparing two landmark environmental committee reports on Western Ghats conservation and their implementation outcomes.
2023 · Machine Learning
Applications of ML/IoT in Concrete Technology
Machine Learning • IoT
Published research on ML/IoT integration in concrete strength prediction and quality monitoring, achieving 89% accuracy with Random Forest and XGBoost models.
2023 · Environmental Science
Air Pollution Abatement and Modeling
Environmental Science • Regression
Developed multivariate regression models predicting ambient air quality (PM2.5, NO2, O3) using meteorological, traffic, and industrial emission features with 85% accuracy.
2023 · Deep Learning
LEXNet for Internet Traffic Classification
Deep Learning • CNN
Implemented CNN architecture achieving 98.7% accuracy on ISCXVPN2016 dataset for encrypted traffic classification and VPN detection.
2025 · Causal Inference
English Premier League Spending Analysis
Causal Inference • Sports Analytics
Quasi-experimental analysis examining causal effects of squad investment on team performance using synthetic control and difference-in-differences methods.
2025 · NLP
EV Sentiment Analysis Using Transformer Models
NLP • Deep Learning
Analyzed 1.1M+ Reddit posts on electric vehicles using transformer-based NLP models, achieving 91.6% accuracy in sentiment classification. Presented at AAPOR 2025.
2025 · Machine Learning
Player Market Value Analysis in Elite European Football
Machine Learning • Sports Analytics
Econometric analysis of transfer market valuation for 600+ players across Europe’s top 5 leagues using regularized regression and feature engineering.
2026 · Statistical Modeling
Benchmarking In-Context Learning against Chained Equations: A Simulation Study on Item Nonresponse Adjustment
Statistical Modeling • Machine Learning
Monte Carlo simulation framework benchmarking 4 missing data imputation pipelines (MICE variants vs. TabPFN/In-Context Learning) across 24 distinct missingness conditions, achieving 5.3% reduction in downstream coefficient bias.
2026 · Survey Sampling
Multi-Stage Area Probability Sample Design for the Detroit Transportation Security Survey
Survey Sampling • Statistical Design
Three-stage area probability PPS sampling design for 1,000 interviews across 266 Detroit census tracts, with age-domain stratification and self-weighting design achieving a 95% CI of 12.3%–17.7% on key transportation outcomes.
2026 · Survey Design
State of Connecticut DOT: CTtransit Fixed-Route Bus System Rider Satisfaction Survey RFP
Survey Design • RFP Development
15-page RFP response for CTtransit covering 183 bus routes across 10 service areas. Designed a 9,000-survey mixed-mode data collection system with $1.964M budget, 6-language instruments, and ADA-compliant 3-wave field deployment.