I’m all about blending AI with real-world impact — from medical imaging and federated learning to AI-driven judiciary systems and system-level optimization.
I enjoy building systems that are interpretable, scalable, and deployment-aware across ML, backend, and low-level environments.
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DiffInsight - Transforms raw git diffs into structured review reports with change intelligence, merge conflict detection, and churn tracking across versions.
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Adaptive Feedforward MLP (LSNM 2024 IDS) - Optimized MLP-based intrusion detection system for large-scale network anomaly detection using PyTorch.
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Federated Learning with Adaptive Optimization - Federated learning pipeline addressing non-IID data challenges and improving client-level generalization.
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PathMNIST-XAI - Lightweight CNN with integrated explainability (Integrated Gradients) and attribution storage for medical imaging.
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Microsoft Security Incident Prediction Analysis - Comparative evaluation of ML and DL models on large-scale security telemetry data (2M+ samples).
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AgeWell Admin Portal - Flask-based system for managing NGO records, including visitors, donations, health data, and events.
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Recipe Management Website - Full-stack Flask + MySQL app for recipe creation, categorization, and allergen tracking.
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Public Pulse - AI-driven governance platform for trust scoring, sentiment analysis, and decision transparency.
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Face Anonymization - YOLOv8-based pipeline for real-time face detection and privacy-preserving anonymization.
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Stop Memorizing Loss Functions in ML - Conceptual breakdown of key ML loss functions with intuitive understanding and memory techniques.
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Federated Learning & Accuracy Gap - Explains how federated learning improves performance across heterogeneous client datasets.
- IEEE CommBattle Ideathon Winner (2024) — Built an AI-driven judiciary prototype (Public Pulse)
- C-DAC Intern — Kernel optimization for BOSS OS (latency & CPU scheduling improvements)
- International Delegate (Malaysia) — Technology & policy exposure through global exchange
🔹 LinkedIn
🔹 LeetCode
🔹 Medium
“It’s all about one good cup of tea and one tiny commit every day.”