Projects

Visual Portfolio, Posts & Image Gallery for WordPress

End-to-End MLOps Pipeline for YouTube Comment Sentiment Analysis

Developed an end-to-end MLOps pipeline and custom Chrome Extension for real-time YouTube sentiment analysis, achieving 79.12% accuracy using a LightGBM model deployed on AWS EC2 with automated CI/CD.
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Traffic Sign Recognition Using CNNs and Transfer Learning

Engineered an end-to-end deep learning pipeline to classify 43 German traffic signs (GTSRB) with 98.73% accuracy, deployed via a Streamlit dashboard for real-time inference and performance monitoring.
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Predictive Modeling & Analytics for Telecom Customer Retention

“Production-ready ML pipeline for telco churn prediction—95% recall, $269K ROI, and data-driven retention strategies.”
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Intelligent Movie Recommendation System

Built an end-to-end hybrid movie recommendation system using User-Based CF, Item-Based CF, and SVD on 1,682 movies and 943 users, achieving 32.8% Precision@10 and 0.39 NDCG, with real-time TMDb API…
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