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AdityaPanda0506/README.md
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Final-year CS undergraduate specializing in AI/ML, building high-performance systems at the intersection of machine learning, GenAI engineering, and production infrastructure.


πŸ‘‹ About Me

  • πŸ”­ Currently building end-to-end GenAI systems β€” RAG pipelines, multi-agent orchestration (LangGraph), and evaluation harnesses, built from first principles rather than framework shortcuts
  • πŸ’Ό Dual concurrent internship experience at MEDxAI and Waisl Technologies
  • 🧠 Strong foundation in classical ML, NLP (HuggingFace transformers), and cloud-native ML infrastructure (GCP, Apache Beam, Terraform)
  • 🌱 Currently deep-diving into hybrid retrieval, reciprocal rank fusion, and agent eval/observability design
  • 🎯 Looking to collaborate on ML/GenAI projects with real production constraints β€” deployment, monitoring, and cost/latency tradeoffs, not just notebooks
  • πŸ“« Reach me at [email protected]

πŸš€ Featured Projects

πŸ“Š FinSentinel β€” Explainable Financial ML

Financial forecasting system combining FinBERT sentiment inference with XGBoost/LightGBM ensembling, walk-forward validation, SHAP explainability, and full backtesting.

FinBERT XGBoost LightGBM SHAP

πŸ›‘οΈ CloudGuard β€” Data Quality Platform

Full-stack data quality monitoring platform: React 19 + MUI v9 frontend, FastAPI backend, deployed on AWS (Lambda, S3, DynamoDB, SNS) β€” flags bad data via automated alerting pipelines.

React FastAPI AWS Lambda DynamoDB

🌍 Multilingual Contrastive ABSA

NLP research project on multilingual aspect-based sentiment analysis using contrastive learning β€” a core differentiator in the portfolio's research depth.

NLP Transformers Contrastive Learning

🎧 Samsung PRISM β€” On-Device Audio Enhancement

On-device audio processing achieving 20–25 dB SDR improvement with real-time inference at ~370ms latency, optimized for edge deployment.

Signal Processing Edge ML PyTorch

πŸ€– GenAI Engineering Project (in progress)

End-to-end RAG + multi-agent system β€” semantic chunking, hybrid retrieval (BM25 + dense + RRF), Planner/Retriever/Critic/Writer agents, and a full evaluation harness for faithfulness and regression tracking.

RAG LangGraph Vector DBs Eval Harness


πŸ› οΈ Tech Stack

Languages

Python Java C++ SQL JavaScript

ML / AI / GenAI

PyTorch TensorFlow scikit--learn HuggingFace LangGraph LangChain Vector DBs

Data & Infra

GCP Apache Beam Terraform AWS Docker

Backend & Web

FastAPI Flask React

Tools

Git GitHub Postman


πŸ“ˆ GitHub Stats



πŸ’¬ Let's build something

Open to ML/GenAI collaborations, internships, and full-time roles.

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