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Working on LLMs based Projects.
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Working on LLMs based Projects.

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nareshmlx/README.md

πŸ§‘β€πŸ’» Naresh Raja M L

AI Engineer | Generative AI Systems | Computer Vision

Building production-ready AI systems β€” from model logic to full-stack deployment.

πŸŽ“ B.Tech in AI & Data Science
πŸ’Ό AI Engineering Intern @ BigVision


🧠 What I Build

πŸ”Ή Generative AI Systems

  • Retrieval-Augmented Generation (RAG)
  • Agentic AI Architectures
  • Multi-Agent Orchestration
  • Structured Extraction Pipelines (VLMs)
  • LLM Routing & Tool Use

πŸ”Ή Computer Vision Systems

  • Defect Detection & Anomaly Modeling
  • Object Detection Pipelines (YOLO / ONNX)
  • OCR & Document Intelligence
  • Vision-Language Model Integrations

πŸ”Ή End-to-End AI Engineering

  • FastAPI AI Backends
  • Streamlit & Next.js Interfaces
  • Vector Databases (FAISS / Chroma)
  • Modular & Scalable Architectures

πŸ›  Core Tech Stack

🧩 AI / LLM Stack

LangChain β€’ AGno β€’ OpenAI β€’ Groq
FAISS β€’ ChromaDB
Pydantic Structured Outputs

πŸ‘ Computer Vision

PyTorch β€’ OpenCV β€’ YOLO β€’ ONNX
Vision-Language Models

βš™ Backend

FastAPI β€’ PostgreSQL β€’ Docker

🎨 Frontend

Streamlit β€’ Next.js


πŸ— Featured Engineering Work

βš–οΈ Law For All β€” RAG-Based Legal System

  • Multi-document semantic retrieval
  • LangChain + Vector DB pipeline
  • Structured legal Q&A system
  • Streamlit interactive interface

πŸ€– Multi-Agent Finance Assistant

  • Domain-based agent routing
  • Financial + health retriever separation
  • FAISS-backed retrieval system
  • Structured LLM responses via Pydantic

πŸ” Metal Surface Defect Detection

  • PyTorch-based anomaly classifier
  • Autoencoder experimentation
  • Production-style data pipeline
  • Binary defect / non-defect system

πŸ“Š GitHub Activity


πŸ”¬ Current Focus

  • Designing reliable agentic AI systems
  • Building modular RAG architectures
  • Improving structured document extraction pipelines
  • Developing production-ready AI APIs

🌐 Connect


🧠 Engineering Principles

  • Systems > Demos
  • Modularity > Monoliths
  • Measurable Performance > Hype
  • Practical AI > Toy Projects

Pinned Loading

  1. opencv/opencv opencv/opencv Public

    Open Source Computer Vision Library

    C++ 87.6k 56.6k

  2. opencv-superres-models opencv-superres-models Public

  3. ai-data-science-team ai-data-science-team Public

    Forked from business-science/ai-data-science-team

    An AI-powered data science team of agents to help you perform common data science tasks 10X faster.

    Python 1

  4. Coder-Reviewer-Fine-Tuning Coder-Reviewer-Fine-Tuning Public

    Notebooks for finetuning purpose.

    Jupyter Notebook

  5. Financial-Statement-Extractor Financial-Statement-Extractor Public

    Python 1