Hello Visitor 👋,
I’m Jatin, a Scientist from the University of Turku, Finland 🇫🇮
I build AI systems that don’t just work, but work ethically, explainably, and reliably in high-stakes environments like healthcare, space biology, and finance.
Whether it’s segmenting tumors, fine-tuning models for new domains, or designing autonomous agents that follow rules because they dont want to, I’m all about making AI real, robust, and responsible.
- 🔬 Foundation Models: Vision Transformers, CNNs, attention mechanisms
- 🧠 Few-Shot Learning: Creator of DAIFT, a scalable domain-aware fine-tuning method
- 💹 Algorithmic Trading: Built agents with governance-aware trading logic
- 🛰️ Biomedical AI: MRI-based cancer detection with explainability and generalization
- 🛡️ AI Governance: Lead architect of GUARDIAN framework for safe AI agents
- 🧰 Tools I Speak Fluently:
PyTorch,MONAI,ITK-SNAP,TensorFlow,n8n, and GenAI tools for building agentic solutions
Tumor-Informed Transformer for Anatomy Navigation
A multimodal tumor segmentation model built to be reproducible, explainable, and generalizable across BraTS, LiTS, KiTS datasets.
Governance Utility Agent for Rule-Driven AI Norms
A modular enforcement system that monitors, verifies, and intervenes in agent behavior, forming the spine of my submission to Nature Machine Intelligence.
Domain-Aware Iterative Fine-Tuning
A lightweight, scalable fine-tuning strategy that adapts foundation models without losing grip on generalization.
Multi-center, multi-protocol prostate cancer diagnostic system. Built for robustness, designed for deployment.
A mathematically grounded optimizer leveraging Lyapunov stability and geometric superlevel sets to rethink neural convergence.
- 👨🔬 Google Scholar
- 💻 GitHub
- 💡 I’m self-taught in everything from deep learning to strategy consulting.
- 🏸 I play badminton and cycle almost daily, data in motion, literally.
- 🔥 Favorite quote: “Winners aren’t different; winners can do different.”
- 🌶️ I follow a spicy, structured Indian diet while chasing academic deadlines 🧠💥
- 📂 I’m starting some open-source AI projects soon, if you're interested in contributing, let’s talk!
📬 Email:jatin.chaudhary@utu.fi
🤝 Let’s build something bold, trustworthy, and just a little bit rebellious.