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RamanaNani/README.md

Hi, I'm Ramana Reddy

AI/ML Engineer  ·  Medical AI Researcher  ·  Building Notes9


About Me

I'm an AI/ML Engineer passionate about building intelligent systems at the intersection of AI and science. I'm currently building Notes9 — an AI-native Electronic Lab Notebook (ELN) that helps researchers and scientists work smarter.

  • Currently Building: Notes9 — AI-native ELN with embedded AI assistant (Catalyst), RAG pipelines, and molecular viewers
  • Focus Areas: LLMs, RAG systems, AI Agents, Agentic Workflows, Medical AI
  • Background: Fracture Detection (YOLO/DETR), Medical Prognosis, Clinical NLP, Biomedical NLI
  • Currently Learning: Multi-agent orchestration, AWS Bedrock, Mastra agent framework
  • Ask me about: AI/ML, RAG pipelines, Claude Code agents, Next.js + Supabase, Python
  • Fun fact: I built an agent that routes other AI agents by task — and learns from your ratings

Tech Stack

Languages

Python JavaScript TypeScript SQL

Frontend & UI

Next.js React Tailwind CSS shadcn/ui TipTap Node.js

Backend & APIs

FastAPI Node.js

Database & Cloud

Supabase PostgreSQL AWS Bedrock Vercel Docker

AI / ML

PyTorch TensorFlow Scikit-Learn HuggingFace LangChain Jupyter OpenAI Anthropic Claude MLflow

AI Techniques

RAG Pipelines Transformers Computer Vision NLP Reinforcement Learning LLM Fine-Tuning


Featured Projects

Project Description Stack
Notes9 AI-native ELN — Catalyst AI assistant, RAG pipelines, molecular viewers, Cytoscape research map Next.js 16, Supabase, FastAPI, AWS Bedrock, TipTap
agent-router Routes Claude Code agents by task using BM25 + bandit algorithm — learns from your ratings JavaScript, Claude Code
Fracture-Detection Multi-class bone fracture detection with YOLOv4, Faster R-CNN & Detection Transformers Python, PyTorch, DETR
LLMs-in-Health-Science MedBERT, MedRoBERTa & Longformer ensemble for clinical trial NLI (SemEval 2024 Task 2) Python, HuggingFace
Attention-Mechanism Full Transformer from scratch — encoder, decoder, multi-head attention + positional encoding Python, PyTorch
Home Credit Risk Credit default prediction with LightGBM, SHAP explainability & MLflow experiment tracking Python, LightGBM, SHAP
Chess + RL DQN vs MCTS in PettingZoo chess env — 4672 action discrete space Python, PyTorch, PettingZoo
CTR-Extraction LLM-powered SAP clinical trial analyzer with FDA E9 compliance checking Python, LLMs, NLP
Language-Translation Fine-tuned seq2seq models EN↔GR and RO↔EN with Streamlit UI Python, Transformers, Streamlit

GitHub Stats

GitHub Stats Top Languages
GitHub Streak
GitHub Activity Graph

Achievements

Commits Repos AI Projects Stars

ML Engineer Computer Vision NLP RL


"Building AI that helps humans think better, not just faster."

Portfolio  ·  GitHub

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  1. agent-router agent-router Public

    Ranks your installed Claude Code skills/agents for a task and routes to the best one — and learns from your ratings.

    JavaScript 1

  2. Fracture-Detection Fracture-Detection Public

    Jupyter Notebook 1

  3. Home_credit_risk Home_credit_risk Public

    Jupyter Notebook

  4. Attention-mechanism Attention-mechanism Public

    Python

  5. Chess-game-with-RL-environments Chess-game-with-RL-environments Public

    Jupyter Notebook 2

  6. LLMs-in-Health-Science LLMs-in-Health-Science Public

    Jupyter Notebook 1