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PANKAJ955956/README.md

πŸ‘‹ PANKAJ KUMAR

Animated AI ML Engineer tagline

AI / ML Engineer β€’ Generative AI β€’ RAG β€’ Agentic AI β€’ LLMs β€’ Data Science β€’ Full-Stack AI

Portfolio LinkedIn GitHub LeetCode

Profile views Followers Stars


🧠 About Me

I’m Pankaj Kumar, an AI / ML Engineer and B.Tech Computer Science & Engineering (Data Science) graduate focused on turning data and AI ideas into usable, measurable, deployable products.

My engineering path: Data Science β†’ Machine Learning β†’ Deep Learning β†’ Generative AI β†’ RAG β†’ Agentic AI β†’ Multimodal AI β†’ Production AI Engineering.

I build across the stack β€” from data preparation, model/LLM integration and retrieval to agents, APIs, databases, AI-powered websites and cloud deployment.

  • πŸ€– AI Engineering: Generative AI, LLM applications, RAG, Agentic AI, Multi-Agent Systems
  • πŸ“ˆ Data Science & Analytics: Python, SQL, EDA, Pandas, NumPy, Power BI, Tableau
  • 🧩 AI Application Development: Streamlit, REST APIs, FastAPI, Flask, Django, React.js, Node.js
  • πŸ”Ž Retrieval: FAISS, ChromaDB, embeddings, semantic search, Sentence Transformers
  • πŸ‘οΈ Computer Vision: YOLOv8, OpenCV, PyTorch, multimodal AI
  • ☁️ Deployment: Docker, IBM Cloud, GitHub Pages, AWS basics
  • πŸ’Ό Current role: AI/ML Engineer Intern at TheSmartBridge, Noida
  • 🎯 Open to: AI/ML Engineer, GenAI Engineer, RAG Engineer, AI Application Engineer, Full-Stack AI Engineer

⚑ What I Build

                           β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
                           β”‚       πŸš€ AI PRODUCT         β”‚
                           β”‚  AI App β€’ Website β€’ Tool    β”‚
                           β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
                                          β”‚
            β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
            β”‚                             β”‚                             β”‚
            β–Ό                             β–Ό                             β–Ό
   β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”          β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”          β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
   β”‚ πŸ”Ž RAG SYSTEMS β”‚          β”‚ πŸ€– AI AGENTS   β”‚          β”‚ πŸ‘οΈ MULTIMODAL β”‚
   β”‚ Ingest         β”‚          β”‚ Plan           β”‚          β”‚ Text           β”‚
   β”‚ Chunk          β”‚          β”‚ Reason         β”‚          β”‚ Image          β”‚
   β”‚ Embed          β”‚          β”‚ Tools / MCP    β”‚          β”‚ Video          β”‚
   β”‚ Retrieve       β”‚          β”‚ Memory         β”‚          β”‚ Audio          β”‚
   β”‚ Generate       β”‚          β”‚ Execute        β”‚          β”‚ Vision         β”‚
   β””β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”˜          β””β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”˜          β””β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”˜
           β”‚                            β”‚                            β”‚
           β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
                                        β–Ό
                           β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
                           β”‚ 🧩 AI ENGINEERING LAYER     β”‚
                           β”‚ Python β€’ LLMs β€’ APIs β€’ DBs  β”‚
                           β”‚ FastAPI β€’ Flask β€’ Django    β”‚
                           β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
                                          β”‚
                              β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
                              β–Ό                       β–Ό
                    β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”   β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
                    β”‚ ☁️ Cloud / Deploy β”‚   β”‚ πŸ“Š Data / Analyticsβ”‚
                    β”‚ Docker β€’ AWS     β”‚   β”‚ SQL β€’ BI β€’ EDA     β”‚
                    β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜   β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜

πŸ› οΈ AI Engineering Stack β€” Official Technology Logos

Logo badges below use the Simple Icons logos so the tools appear with their recognizable technology marks instead of text-only badges.

πŸ€– Generative AI β€’ LLMs β€’ Agentic AI

Python LangChain LangGraph OpenAI Gemini Llama 3 RAG AI Agents MCP Prompt Engineering

πŸ”Ž Retrieval β€’ Embeddings β€’ Vector Search

FAISS ChromaDB Sentence Transformers Embeddings Semantic Search

🧠 Machine Learning β€’ Deep Learning β€’ Computer Vision

Scikit-learn TensorFlow PyTorch OpenCV YOLOv8 NLP

βš™οΈ Full-Stack AI β€’ Backend β€’ APIs β€’ Databases

FastAPI Flask Django React Node.js REST API PostgreSQL MySQL MongoDB Redis

☁️ Cloud β€’ DevOps β€’ Developer Tools

Docker AWS IBM Cloud Git GitHub Jira

πŸ“Š Data Science β€’ Analytics β€’ Visualization

Pandas NumPy SQL Power BI Tableau Matplotlib Seaborn


πŸš€ Featured AI Engineering Projects

πŸ€– AI-Powered Customer Support Copilot

Enterprise-oriented AI assistant using RAG, LangChain, LangGraph, vector search and conversation memory.

Focus: RAG β€’ Agents β€’ Memory β€’ Enterprise AI

πŸ”— View Repository

πŸ§ͺ ResearchMind AI

Multi-agent research system using LangGraph, web research, PDF analysis, RAG and automated report generation.

Focus: Multi-Agent β€’ Research AI β€’ RAG

πŸ”— View Repository

πŸ“° Multimodal Misinformation News Detector

Combines text + image intelligence for misinformation detection.

Focus: NLP β€’ Transformers β€’ Computer Vision β€’ Multimodal AI

πŸ”— View Repository

πŸ“š QuizGen AI

Turns PDF/DOCX/TXT study material into grounded, difficulty-controlled quizzes using a RAG pipeline.

Focus: RAG β€’ ChromaDB β€’ FastAPI β€’ Streamlit

πŸ”— View Repository

πŸ“„ Policy & Process Management RAG

Enterprise assistant for policies and SOPs with semantic retrieval, FAISS, Sentence Transformers, Llama 3 and Gemini.

Focus: Enterprise RAG β€’ Semantic Search β€’ Grounded Generation

πŸ”— Browse My GitHub

πŸ‘οΈ Intelligent Video Analytics System

Computer-vision system for intelligent video analysis and real-world monitoring use cases.

Focus: Computer Vision β€’ Video Analytics β€’ AI Systems

πŸ”— View Repository


🌿 Flagship Academic Project β€” ECHO

ECHO β€” Smart Virtual Eco-Herbal Garden

An AI-enabled herbal knowledge platform combining plant recognition, digital AYUSH knowledge, voice interaction and full-stack development.

Highlight Details
πŸ† Award Best B.Tech Project β€” First Prize + Gold Medal
πŸŽ“ Research Research work presented at IIT Roorkee Conference 2025
🌱 Domain Digitization of AYUSH herbal knowledge
πŸ‘οΈ Vision YOLOv8-based plant recognition
πŸ”Š Interaction Voice / multilingual interaction
🌐 Product Full-stack web platform

πŸ”— View ECHO Repository


🧩 AI System Architecture

πŸ”Ž RAG Pipeline

flowchart LR
    A[πŸ“„ Documents] --> B[πŸ“₯ Ingestion]
    B --> C[βœ‚οΈ Chunking]
    C --> D[🧠 Embeddings]
    D --> E[(πŸ”Ž Vector DB)]
    F[πŸ‘€ User Query] --> G[🧠 Query Embedding]
    G --> E
    E --> H[πŸ“š Relevant Context]
    H --> I[πŸ€– LLM]
    I --> J[βœ… Grounded Response]
    J --> K[πŸ”— Citations]
Loading

πŸ€– Agentic AI Workflow

flowchart LR
    A[🎯 User Goal] --> B[🧭 Planner]
    B --> C[πŸ€– Agent / Reasoner]
    C --> D{🧩 Tool Needed?}
    D -->|Yes| E[πŸ”Œ Tool / API / MCP]
    E --> C
    D -->|No| F[🧠 Memory + Context]
    F --> G[βœ… Final Response]
Loading

πŸ—οΈ Full-Stack AI Product Flow

flowchart TB
    UI[🌐 Web / Streamlit / React UI]
    API[βš™οΈ FastAPI / Flask / Django]
    AI[πŸ€– ML / LLM / RAG / Agents]
    DATA[(πŸ—„οΈ SQL / MongoDB / Vector DB)]
    CLOUD[☁️ Docker / Cloud Deployment]

    UI --> API
    API --> AI
    AI --> DATA
    API --> DATA
    API --> CLOUD
Loading

πŸ’Ό Experience

AI/ML Engineer Intern β€” TheSmartBridge

May 2026 – Present Β· Noida

  • Building GenAI applications using LLMs, RAG, LangChain, LangGraph and AI agents.
  • Developing end-to-end ML workflows from preprocessing and feature engineering through evaluation and deployment.
  • Working with vector databases, REST APIs, cloud tooling and technical documentation.
  • Contributing to AI/ML knowledge transfer, project demonstrations and enterprise-oriented technical work.

Data Science / ML Experience

Worked across internships and training involving Python, SQL, EDA, data preprocessing, predictive modelling, ML pipelines, NLP/LLM applications, Power BI and full-stack AI applications.


πŸ† Achievements

Achievement
πŸ₯‡ Best B.Tech Project β€” First Prize + Gold Medal for ECHO
πŸŽ“ Academic Branch Topper
πŸ“œ First Division with Distinction
πŸ”¬ Research on herbal knowledge digitization / AI
🎀 Research presenter at IIT Roorkee Conference 2025
🌐 Contributor to OpenPrinting
πŸŽ™οΈ Speaker at Opportunity Open Source Conference 4.0
πŸš€ AI/ML project demonstrations & technical presentations

πŸŽ“ Education

B.Tech β€” Computer Science & Engineering (Data Science)
Shri Ramswaroop Memorial College of Engineering & Management, Lucknow
2022–2026 Β· CGPA 8.78/10 Β· Branch Topper


πŸ“œ Certifications & Learning

Selected areas include:

  • πŸ€– AI Agents for Beginners β€” Simplilearn
  • 🧠 Machine Learning with Python β€” IBM
  • ☁️ AWS APAC Solutions Architecture β€” Forage
  • πŸ“Š Data Science / ML internships and simulations
  • πŸ›°οΈ Application of Space Technology β€” IIRS / ISRO
  • πŸ” Saviynt Identity Security for AI Age
  • 🌐 AICTE / Edunet technical programs
  • ☁️ Google Cloud / Generative AI learning
  • πŸ”¬ IBM Cloud and Big Data learning

πŸ“Š GitHub Analytics

GitHub stats Most used languages



GitHub streak

🐍 Contribution Activity


πŸ“ˆ My AI Engineering Journey

πŸ“Š Data Analytics
       β”‚
       β–Ό
🧠 Machine Learning
       β”‚
       β–Ό
πŸ”¬ Deep Learning
       β”‚
       β–Ό
✨ Generative AI
       β”‚
       β–Ό
πŸ”Ž RAG Systems
       β”‚
       β–Ό
πŸ€– Agentic AI
       β”‚
       β–Ό
🧩 Multi-Agent Systems
       β”‚
       β–Ό
πŸ‘οΈ Multimodal AI
       β”‚
       β–Ό
πŸš€ Production AI Engineering

Goal: build AI systems that are not only intelligent, but useful, measurable, deployable and maintainable.


🌱 Currently Exploring

Advanced RAG architectures β€’ Agentic AI & multi-agent systems β€’ MCP and tool-connected AI β€’ LLM evaluation β€’ AI memory architectures β€’ Multimodal AI β€’ Production-grade AI APIs β€’ Cloud deployment β€’ Scalable AI systems β€’ AI system design


πŸ’¬ Ask Me About

Python β€’ Machine Learning β€’ Generative AI β€’ RAG β€’ LangChain β€’ LangGraph β€’ LLMs β€’ AI Agents β€’ Vector Databases β€’ Computer Vision β€’ FastAPI β€’ Flask β€’ Django β€’ SQL β€’ Power BI


🌐 Connect With Me

Portfolio LinkedIn GitHub LeetCode Email



πŸš€ Building practical AI systems from data β†’ intelligence β†’ product.

Animated footer

Pinned Loading

  1. AI-Powered-Customer-Support-Copilot AI-Powered-Customer-Support-Copilot Public

    The AI-Powered Customer Support Copilot is an enterprise-grade assistant designed to eliminate the single biggest inefficiency in customer support operations:

    Python

  2. Worldometer-AI-RAG-Based-Global-Statistics-Chatbot Worldometer-AI-RAG-Based-Global-Statistics-Chatbot Public

    AI-powered RAG chatbot for real-time global statistics using Worldometer data, Flask, LangChain, ChromaDB, and Generative AI.

    Python

  3. AI-Powered-Policy-Process-Management-System-using-RAG AI-Powered-Policy-Process-Management-System-using-RAG Public

    AI-powered Policy & Process Management System using Retrieval-Augmented Generation (RAG) to enable intelligent search, question answering, and source-cited responses from organizational policies, S…

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  4. PPE-Detection-for-Industrial-Worker-Safety PPE-Detection-for-Industrial-Worker-Safety Public

    Enterprise AI Safety Monitoring Platform β€” Real-Time Computer Vision & Compliance Engine

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  5. POWER-BI-DASHBOARD-RN-E-COMMERCE POWER-BI-DASHBOARD-RN-E-COMMERCE Public

    "Power BI Dashboard for E-commerce Sales Analysis, showcasing key business insights using SQL, DAX, and Power BI."

  6. ECHO-HERBAL-GARDEN-WEBSITE ECHO-HERBAL-GARDEN-WEBSITE Public

    ECHO Herbal Garden Website is a web-based platform that provides an interactive and educational experience centered around herbal plants used in traditional Indian systems of medicine such as Ayurv…