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diptarup794/README.md

πŸš€ About Me

+ Building reliable, production-grade AI systems across Generative AI, 
+ multivariate time-series modeling, and ML infrastructure

πŸ’‘ What I Do

🧠 LLM Workflows - RAG, Agents, Fine-tuning
⚑ Deep Learning - Transformers, Diffusion Models
πŸ“Š Time Series - Synthetic Data, Forecasting
πŸ”§ ML Systems - GPU Training, Cloud Deployment
πŸ› Diagnostics - Failure Modes, System Behavior

🎯 Philosophy

class MLEngineer:
    def __init__(self):
        self.focus = "Production systems"
        self.priority = "Reliability > Accuracy"
        self.approach = "Understand failures first"
    
    def build(self):
        return "Stable AI systems at scale"

πŸ’Ό Experience Timeline

🏒 Trainee Data Scientist

Aditya Birla Management Corporation (GDNA) β€’ Bengaluru
Sep 2025 - Dec 2025

  • 🏭 Manufacturing analytics for Hindalco
  • πŸ“ˆ Predicted Particle Size Distribution (PSD)
  • πŸ”¬ Built synthetic multivariate time-series with diffusion models
  • 🎯 Temporal & feature self-attention mechanisms
  • βœ… Validated using DTW, PCA, t-SNE

πŸ€– Generative AI & ML Intern

TeamLease RegTech Pvt. Ltd. β€’ Pune
Dec 2024 - Jun 2025

  • πŸ“„ Built Flask REST APIs for document intelligence
  • πŸ’¬ Developed RAG-based chatbots with vector databases
  • ☁️ Integrated Azure Cognitive Services & AI Search
  • πŸ”§ LLM fine-tuning (LoRA/QLoRA) for compliance
  • 🐳 Docker + Azure containerized deployments

πŸ› οΈ Tech Arsenal

AI & Machine Learning

LLM & Generative AI

Development & Infrastructure

Data & Databases


🎯 Featured Projects

πŸ€– SQLAgent

Multi-Agent SQL Generation System

LangGraph LangChain

  • 🎯 Multi-agent orchestration with LangGraph
  • πŸ’Ύ Supports SQLite, MySQL, PostgreSQL
  • ⚑ ~17% async performance boost
  • πŸ”„ Dynamic query optimization

πŸ“„ DOC-AI

Enterprise Document Intelligence

RAG Azure

  • πŸ” Semantic search with RAG pipeline
  • πŸ“‘ Multi-format: PDF, DOCX, OCR
  • πŸ’¬ Conversational document interface
  • ☁️ Azure-native deployment

✍️ Signature Verification

Computer Vision Authentication

OpenCV ResNet

  • πŸ‘οΈ ResNet50-based verification
  • πŸ“Š 94.7% accuracy on real data
  • πŸ–ΌοΈ OpenCV preprocessing pipeline
  • 🎯 Production-ready inference

πŸ“œ NISM CertVision AI

Automated Certificate Validation

LLM Playwright

  • πŸ€– LLM-driven PDF parsing
  • πŸ” CAPTCHA solving automation
  • ☁️ Azure OpenAI integration
  • 🎭 Playwright browser control

πŸ“Š GitHub Analytics

GitHub Streak

Contribution Graph


πŸ’» Development Focus


🐍 Contribution Snake

github contribution grid snake animation

πŸ† GitHub Trophies

GitHub Trophies


🎯 Current Focus

πŸ”¬ Research

Diffusion Models
Multi-Agent Systems
Synthetic Data Generation

πŸ› οΈ Building

Production RAG Pipelines
LLM Fine-tuning Workflows
GPU-Accelerated Training

πŸ“š Learning

Advanced Transformers
Distributed Training
MLOps Best Practices


πŸ’­ Thoughts

Quote

⚑ Quick Facts

πŸŽ“ Education: Engineering Background 🌍 Location: India
πŸ’‘ Interests: AI Safety, Model Interpretability 🎯 Goal: Reliable AI Systems at Scale
πŸ”§ Approach: Understand Failures First πŸ“Š Focus: Production over Prototypes

🀝 Let's Connect

🎯 Open to Opportunities

const opportunities = [
  "Generative AI Engineer",
  "ML Engineering",
  "Applied AI Research",
  "LLM Systems Development"
];

πŸ’™ Thanks for visiting!

Visitor Count

"Building the future, one model at a time." ✨

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  1. AudioSpeechRecognition AudioSpeechRecognition Public

    Jupyter Notebook

  2. Signature-Extraction-and-Matching- Signature-Extraction-and-Matching- Public

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  3. Sql_Agent Sql_Agent Public

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  4. Virtual-Research-Assistant Virtual-Research-Assistant Public

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  5. microsoft/AI_Agents_Hackathon microsoft/AI_Agents_Hackathon Public

    A free virtual hackathon for building AI agents with Microsoft and Azure.

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