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SIYAM1809/README.md

Md. Aman Uddin Siyam

Typing SVG

Portfolio LinkedIn Kaggle Email


About

I'm a CS candidate at IUBAT (Dhaka) with a dual focus — ML research and production full-stack engineering. I build end-to-end deep learning pipelines, edge-optimized AI systems, and MERN-stack applications that actually ship. Currently available for ML Engineering, MLOps, or Full-Stack internship roles.

  • 2× paper accepted at ICCIT (biomedical ML benchmarks)
  • Co-Founder at CollabCircle — collaborative ML/DL research group
  • Projects span: UAV tracking, few-shot plant disease diagnosis, RAG pipelines, real-time debate platforms

Tech Stack

ML / AI

Python PyTorch TensorFlow OpenCV scikit-learn Weights & Biases

Full-Stack

TypeScript React Next.js Node.js Express MongoDB Socket.IO

DevOps & Tools

Docker GitHub Actions FastAPI Vercel


Selected Projects

Machine Learning & AI

Project Description Stack Links
BAT-Track Energy-efficient visual tracker for UAVs — 39.3 FPS, 60.5% power reduction, 64.2% IoU PyTorch · OSTrack · SiamAPN++ GitHub · Demo
Edge-ViT-FSL Cross-domain plant disease diagnosis under 10 MB, 73.93% accuracy with only 5-shot training MobileViT-XS · SGAM · PyTorch GitHub · App
Financial RAG Analyst Production RAG pipeline over SEC 10-K filings (Apple, MSFT, Google) with hallucination monitoring LlamaIndex · Qdrant · Llama 3 · Docker GitHub · App
PCOS Benchmark Leakage-safe clinical vs. ultrasound benchmark — calibrated ensemble hits AUROC 0.976 XGBoost · LightGBM · CatBoost · ConvNeXt GitHub

Full-Stack

Project Description Stack Links
DebateArena Real-time AI-judged debate platform with matchmaking, solo-AI mode, and argument scoring 1–100 Next.js 14 · Express · Socket.IO · Gemini GitHub · Live
Pet Shop System Role-based ops platform (Admin/Staff), analytics dashboard, multi-stage CI/CD pipeline React · Express · MongoDB · Docker · GH Actions GitHub · Live
Real Estate Platform Multi-role MERN marketplace with content moderation pipeline, security audit log, and map integration React · Node.js · Stripe · Cloudinary · Redux GitHub · Live

Publications

Research published and accepted at peer-reviewed venues.

  • Voice-Based Parkinson's Disease Detection using SVM & XGBoost--(QPAIN)Read Paper
  • LENS-Guard: A Lightweight, Hybrid VAE-CNN for High-Recall Detection of Known and Unseen Threats--(ICECTE)Read Paper
  • Clinical vs. Ultrasound for PCOS Detection: A Calibrated, Leakage-Safe, Real-Time BenchmarkAccepted, ICCIT
  • Reproducible ML Pipeline for Predicting Cosmetic Chemical Carcinogenicity and Reproductive ToxicityAccepted, ICCIT

GitHub Stats


GitHub Streak


Dhaka, Bangladesh · Open to full time or remote internship,job & research collaboration

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  1. Financial-RAG-Analyst Financial-RAG-Analyst Public

    A full-stack AI Financial Analyst built with LlamaIndex (orchestration), Qdrant (vector database), and Streamlit (frontend). Features a custom ingestion pipeline for parsing 10-K filings and an int…

    Python

  2. Edge-vit-disease-detect Edge-vit-disease-detect Public

    A deep learning based model deployed through streamlit to find the plant leaf disease

    Python

  3. ML-Job-Intelligence-Pipeline-n8n- ML-Job-Intelligence-Pipeline-n8n- Public

    AI-powered job intelligence pipeline — fetches 60+ ML jobs/run from 3 sources, scores them against your resume using Groq Llama 3.1, generates tailored cover letters, and self-improves via intervie…

  4. Pet-Shop-Management-System Pet-Shop-Management-System Public

    JavaScript