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Polycoded/README.md

John Poly

Machine Learning Engineer | AI Systems Developer


Profile

Second-year B.Tech Computer Science student and Reliance Foundation Scholar specializing in machine learning, data science, and object-oriented systems.

Experience in building applied ML pipelines, medical segmentation systems, anomaly detection frameworks, and backend-integrated AI applications.


Tech Stack





Experience

Kiventics — Machine Learning Engineer

Dec 2025 – Present

  • Integrated MONAI Auto3DSeg into production inference services using FastAPI
  • Built CT skull segmentation pipeline with DICOM normalization
  • Improved throughput and reliability for clinical workflows
  • Designed async processing pipelines

IEEE Computer Society — Senior Core Member

Apr 2025 – Present

  • Worked on AI/ML R&D initiatives
  • Organized technical innovation-driven events

Projects

ForensIQ

AI cyber-forensics system using PyTorch ensemble anomaly detection on UNSW-NB15 dataset.
Mapped attack narratives to MITRE ATT&CK. Ranked Top 50 nationally.

Skull Segmentation API

FastAPI backend enabling CT segmentation with MONAI and GPU inference.
Includes medical volume normalization and visualization tools.

Speech Enhancement

Fine-tuned MetricGAN+ for multilingual speech denoising across multiple environments.
Served via backend APIs with demo interface.

Autonomous Market Analyst

Multi-agent AI pipeline using CrewAI for automated market research and reporting.

RAG Chatbot

Built retrieval-augmented chatbot using embedding search and document pipelines.


Achievements

  • IEEE CS Internal Hackathon — First Prize
  • CSIC 1.0 — Top 50 Selection
  • Reliance Foundation Undergraduate Scholar

Publications and Patents

  • ML-Based Energy Complexity Analysis — IEOM 2025
  • Energy-Aware Data Structures — Indian Patent (Co-inventor)

Contact


Pinned Loading

  1. basic_rag_hackbattle basic_rag_hackbattle Public

    Jupyter Notebook

  2. cyberforensic_hackathon_vit cyberforensic_hackathon_vit Public

    Python 1

  3. devsoc_dale_joe devsoc_dale_joe Public

    Jupyter Notebook