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UjjwalMohanka/README.md

👋 Hey, I'm Ujjwal Mohanka

AI Engineer in Progress · RAG Builder · ML Enthusiast · Problem Solver



🧠 whoami

class Ujjwal:

    role = "Computer Engineering Student"
    specialization = "Artificial Intelligence"

    interests = [
        "Generative AI",
        "RAG",
        "LLMs",
        "NLP",
        "Machine Learning",
        "Data Science"
    ]

    currently_building = "LegalRAG"

    philosophy = "Learn → Build → Break → Fix → Repeat"

    status = "🚀 Building things that solve real problems"

⚡ Current Mission

Build practical AI systems instead of just training notebooks.

Right now I'm diving deep into Retrieval-Augmented Generation (RAG) and building systems that can actually retrieve evidence, reason over documents, and generate grounded answers.

🔥 Current Project

⚖️ LegalRAG

An AI-powered legal document intelligence system.

       📄 Legal Documents
              │
              ▼
      ┌─────────────────┐
      │ Document Parser │
      └────────┬────────┘
               ▼
      🧩 Semantic Chunking
               │
               ▼
       🧠 Embeddings
               │
               ▼
       🔎 Vector Search
               │
               ▼
        📚 Retrieval
               │
               ▼
          🤖 LLM
               │
               ▼
     ┌──────────────────┐
     │ Grounded Answer  │
     │ + Source Citation│
     └──────────────────┘

What I'm exploring

Semantic Chunking · Embeddings · Vector Search · Reranking

LLMs · Prompt Engineering · Citation Verification

RAG Evaluation · Multi-document Retrieval


🛠️ My Arsenal

🤖 AI / ML


Scikit-learn LangChain RAG NLP LLMs

🌐 Development

🗄️ Data

NumPy Pandas Matplotlib Power BI Tableau

⚙️ Tools


🚀 Featured Builds

⚖️ LegalRAG

AI × Legal Documents × RAG

An evidence-grounded system for querying and analyzing legal documents.

Core: Python LangChain Embeddings Vector DB LLM

📦 Smart Inventory AI

ML × Demand Prediction

Predicts product demand and helps optimize inventory decisions using historical data.

Core: Python Pandas Scikit-learn ML

🛒 Smart Shopping Assistant

AI × E-Commerce

An intelligent shopping assistant designed to help users discover and evaluate products.

Core: AI NLP React Node.js

💼 Career Path AI

AI × Career Intelligence

Analyzes skills and interests to help users explore possible career paths.

Core: Python AI Data Analysis


🧪 Currently Learning

                    ┌───────────────┐
                    │   GENERATIVE  │
                    │      AI       │
                    └───────┬───────┘
                            │
                    ┌───────▼───────┐
                    │      LLMs     │
                    └───────┬───────┘
                            │
             ┌──────────────▼──────────────┐
             │             RAG              │
             └──────────────┬──────────────┘
                            │
             ┌──────────────▼──────────────┐
             │    Retrieval + Embeddings   │
             └──────────────┬──────────────┘
                            │
             ┌──────────────▼──────────────┐
             │     Production AI Systems   │
             └─────────────────────────────┘

🐍 Contribution Matrix

GitHub Contribution Snake

---

🏆 Highlights

🎓 Education 🤖 Focus 🏆 Experience
BTech Computer Engineering AI / ML Hackathons
AI Specialization RAG / LLMs Technical Events
CGPA 9.26 NLP / Data Science Open Source

🎯 2026 → 2027

+ Build production-grade AI applications
+ Master RAG & LLM architectures
+ Learn advanced retrieval & evaluation
+ Explore AI Agents
+ Improve MLOps & deployment
+ Contribute to open source
+ Build projects worth talking about

🌐 Let's Connect


💭 "Don't just learn AI. Build with it."


⚡ Python • 🤖 AI • 🔎 RAG • 🧠 ML • 🚀 Open Source

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