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biresh1929/README.md

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πŸš€ About Me

class AIEngineer:
    def __init__(self):
        self.name = "Biresh Kumar Singh"
        self.education = "B.Tech CSE @ Bharati Vidyapeeth (CGPA: 9.06/10)"
        self.role = "AI/ML Engineer & Full-Stack Developer"
        self.location = "Pune, Maharashtra, India"
        self.current_focus = ["RAG Systems", "LLM Applications", "Agentic AI"]
        self.achievements = {
            "JPMorgan Code for Good": "Top 450 / 50,000+ applicants",
            "PAN IIT Imagine Cup": "Finalist out of 15,000+ registrations with a 2% selection rate"
        }
        self.looking_for = "AI/ML opportunities in RAG and LLM development"
        
    def say_hi(self):
        print("Thanks for dropping by! Let's build something amazing together!")

me = AIEngineer()
me.say_hi()

πŸ† Featured Projects

πŸ€– End-to-End Hiring Assistant Chatbot

Production-grade AI recruiter with RAG & security

Live Demo GitHub

Tech Stack:

  • 🦜 LangChain & RAG
  • πŸ” AWS Secrets Manager
  • 🐳 Docker + ECR
  • βš™οΈ GitHub Actions CI/CD

Key Features:

  • Context-aware technical interviews
  • Fernet encryption for data security
  • GDPR-compliant (view/export/delete)
  • AWS EC2 production deployment

πŸ“„ End-to-End PDF Question Generator

AI-powered Q&A generation with semantic search

Live Demo GitHub

Tech Stack:

  • ⚑ FastAPI Backend
  • πŸ” Pinecone Vector DB
  • πŸ€– LLaMA 7B Model
  • πŸ“Š Sentence-Transformers

Key Features:

  • Semantic retrieval with embeddings
  • Structured Q&A generation
  • CSV export functionality
  • Complete CI/CD pipeline

🎨 AI Agent Image Generator

Autonomous multi-step reasoning agent

Live Demo GitHub

Tech Stack:

  • πŸ€— SmolAgents Framework
  • 🧠 Qwen 2.5 Coder (7B)
  • πŸ”Ž DuckDuckGo Search
  • 🎭 HuggingFace Models

Key Features:

  • Thought-Action-Observation loop
  • Streaming agent reasoning
  • Real-time web search
  • Interactive Gradio UI

🏠 Property Registry (Blockchain)

Svelte-based blockchain property management

Certificate

Tech Stack:

  • ⛓️ Blockchain Architecture
  • πŸ’Ό Smart Contracts
  • 🎨 Svelte Frontend
  • πŸ” SPV Wallets

Key Features:

  • Decentralized registry
  • Secure property transactions
  • Scalable architecture
  • Final qualifying project

🌟 Open Source Contributions

πŸ›’ Gumroad - E-commerce Platform

Merged PR #490 Merged PR #447

Contributions: Feature enhancements Β· Bug fixes Β· Code optimization Β· Documentation

Impacting thousands of creators on the Gumroad platform


πŸ’» Technical Arsenal

🧠 AI/ML & Deep Learning

Python LangChain HuggingFace OpenAI TensorFlow PyTorch Keras scikit-learn OpenCV

🎯 Core Expertise

NLP RAG Systems LLMs Deep Learning Prompt Engineering Vector DBs

🌐 Web & Backend Development

React Next.js Node.js Express FastAPI Svelte TailwindCSS WebRTC

πŸ—„οΈ Databases & Cloud

PostgreSQL MongoDB Prisma Pinecone AWS EC2 S3

βš™οΈ Tools & DevOps

Git GitHub Docker GitHub Actions Linux Blockchain

πŸ“Š Data Science & Visualization

Pandas NumPy Matplotlib


πŸ… Achievements & Recognition

πŸ† JPMorgan Chase & Co.

Code for Good 2025

Top 450 out of 50,000+ applicants

Shortlisted after rigorous coding rounds and technical interviews

View Certificate

πŸ₯ˆ PAN IIT Imagine Cup

Imagine Hackathon 2025

Selected from 15,000+ registrations

View Certificate


πŸ“Š GitHub Analytics

GitHub Streak

🎯 What I Bring to the Table

Experience Research & Innovation Academic Excellence
Production AI deployments Advanced RAG architectures 9.06/10 CGPA
AWS cloud infrastructure Agentic AI systems Strong CS fundamentals
Full CI/CD pipelines LLM fine-tuning DSA, DBMS, OS, Networks
Open-source contributions Vector search optimization Continuous learner

πŸ’Ό Professional Experience

πŸ’» Software Development Intern

Timechain Source Of Code | Jul 2024 – Sep 2024

  • Explored SPV wallets, smart contracts, and scalable blockchain architectures
  • Led development of Property Registry application using Svelte
  • Earned Skilled Developer Certificate as final qualifying project
  • Delivered production-ready blockchain solution with security best practices

🎯 Current Focus & Learning Path

graph LR
    A[Current Focus] --> B[Advanced RAG]
    A --> C[LangGraph Agents]
    A --> D[Multi-Modal AI]
    B --> E[Production Systems]
    C --> E
    D --> E
    E --> F[Real-World Impact]
    
    style A fill:#58A6FF
    style E fill:#1F6FEB
    style F fill:#FF6B6B
Loading
Research Areas Building Mastering
Advanced RAG Techniques Production AI Systems LangGraph & Agentic AI
Prompt Engineering AWS Cloud Architecture Multi-Modal Models
LLM Fine-tuning Scalable Infrastructure Vector Databases
AI Security & Privacy CI/CD for ML AI Safety & Ethics

🀝 Let's Collaborate

I'm always excited to collaborate on innovative AI projects! Whether you're working on:

RAG applications & LLM systems Β· Production ML deployments Β· Open-source AI tools Β· Research in NLP & deep learning Β· Hackathons & competitions

Feel free to reach out! Let's build something amazing together πŸš€


πŸ“ˆ GitHub Contribution Activity


πŸ’­ Random Dev Quote

Quote


⭐️ From biresh1929 | Building the future with AI, one commit at a time

Fun Fact: I love turning complex AI research into production-ready applications!

Pinned Loading

  1. AI-agent-Image-Generator AI-agent-Image-Generator Public

    Try this AI Image Generator Agent made with smolagents framework

    Python

  2. hiring-assistant-rag-chatbot hiring-assistant-rag-chatbot Public

    End-to-end hiring assistant chatbot built with RAG and LLMs that conducts technical interviews, securely stores encrypted candidate data, supports GDPR-compliant data access, and is deployed on AWS…

    Python

  3. PDF-Interview-Questions-Generator PDF-Interview-Questions-Generator Public

    End-to-end PDF interview question generator using LLaMA 7B and RAG, enabling semantic PDF analysis, automated Q&A generation, and CSV export, deployed on AWS with Docker and CI/CD.

    Jupyter Notebook