M.S. Scientific Computing @ Universität Heidelberg • NLP / Deep Learning / GenAI
I build ML systems end-to-end and I’m obsessed with the math + engineering behind modern AI.
🔗 Portfolio: https://ameynarwadkar.github.io/
💼 LinkedIn: https://www.linkedin.com/in/amey-narwadkar-474332231/
🐙 GitHub: https://github.com/ameynarwadkar
- RAG systems: chunking + embeddings + retrieval + reranking + grounded generation
- building pipelines for document ingestion → indexing → retrieval → answer synthesis
- focusing on faithfulness / hallucination reduction and retrieval quality
- GenAI projects: diffusion & text-to-image, LLM applications, and practical deployments
- Modern LLM workflows: tool-use + agents, structured outputs, and evaluation
- Representation learning
- contrastive / self-supervised learning, embedding geometry, intrinsic dimensionality
- Generative models
- diffusion, multimodal learning, conditioning + control
- Robustness & evaluation
- systematic evaluation pipelines, failure modes, adversarial prompts, calibration
| Project | Area | What it does | Link |
|---|---|---|---|
| Tennis Analysis System | Computer Vision | Player detection + ball tracking + court keypoints + speed metrics + mini-court visualization | https://github.com/ameynarwadkar/Tennis-Analysis-System |
| Text-to-Image Generation (Stable Diffusion) | GenAI | Text-conditioned image generation with a Stable Diffusion implementation | https://github.com/ameynarwadkar/Stable-Diff-Model |
| Food Ordering Chatbot | NLP | Conversational ordering flow + user interaction demo | https://ameynarwadkar.github.io/FoodChatbot/ |
| Sentiment Trading Bot | NLP + Finance | News sentiment-driven strategy with execution/backtesting pipeline | https://github.com/ameynarwadkar/sentiment-trading-bot |
| ML Algorithms from Scratch | ML Foundations | Core ML algorithms implemented from scratch (math + NumPy) | https://github.com/ameynarwadkar/ML-algorithms-from-scratch |
Core
Deep Learning / GenAI
RAG / LLM tooling
Data / Analytics
Tools / Cloud
Framework
- 🎓 Math background → I like turning theory into working systems.
- ⚡ Fun fact: I’m secretly a Mathematician.
If you’re building RAG / GenAI / NLP systems, I’m always up for collaboration or research discussions.
- LinkedIn: https://www.linkedin.com/in/amey-narwadkar-474332231/
- Portfolio: https://ameynarwadkar.github.io/