Aman Amarjit — Systems, AI/ML & Robotics Developer
BTech CSE Student (2nd Year) @ IGIT Sarang, Odisha. Email: amanamarjit04@gmail.com | Location: Bhubaneswar, India
Engineering Case Studies
- Conformalized Brain Tumor Agent: Replaced uncalibrated point predictions with statistically guaranteed MRI prediction sets (P(Y ∈ C(X)) ≥ 95%) using MAPIE split-conformal calibration on PyTorch CNN outputs. Includes automatic radiologist abstention triage on ambiguous scans.
- Brain Tumor Detector CNN: Deep Learning optimization reducing parameters by 93.7% (33.5M → 2.1M) and validation loss from 4.15 to 0.53.
- Knowledge Synthesizer: Audio-to-knowledge pipeline on Together.ai Mixtral-8x7B with two-pass chunking (speaker pause split + sentence-BERT semantic clustering).
- 3D Gesture Solar Explorer: Offloaded MediaPipe hand-tracking to Web Workers, recovering 60 FPS Three.js rendering with ±8px dead-zone filtering.
- NASA Wildfire Detection: ESRGAN super-resolution upscaling (375m/px → 93m/px) improving detection sensitivity by 34%.
Verified Credentials & Achievements
- HORIZON 2026 - 2nd Position (Code Verse) — Merit Winner @ IGIT Sarang
- Smart India Hackathon (SIH 2025) — Prequalifiers Nomination
- Google Certified: Connect and Protect: Networks and Network Security
- Google Certified: Play It Safe: Manage Security Risks
- Google Certified: Foundations of Cybersecurity
- Makxenia Engineering / NIT Rourkela INNOVISION 2025: Quadcopter Building and Flying Workshop