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🌌 Where qubits meet neurons meet machines
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MMujtabaX/README.md

Hi, I'm Muhammad Mujtaba Khan Suri 👋

Typing SVG

AI/ML Engineer · Final-year BS Computer Science @ UBIT, University of Karachi · Karachi, Pakistan 🇵🇰

LinkedIn Email GitHub


🧑‍💻 About Me

  • 🎓 Final-year BS Computer Science student at UBIT, University of Karachi
  • 🤖 Completed a 6-month AI traineeship at Atomcamp, building end-to-end pipelines across computer vision (YOLOv8), NLP and generative AI agents
  • 🏃 Final-year project: NeuralStride, real-time exercise-form analysis and correction with computer vision
  • 🔭 Interested in real-time computer vision, LLM agents and RAG, and MLOps: taking models from notebook to production
  • 🥇 Gold Medal for AI/CV contribution at DHA Suffa University · 🏆 Top 25 of 400+ at the Sofstica AI Hackathon 2026
  • 💬 Ask me about: YOLO pipelines, LangGraph agents, RAG evaluation, MCP servers

🚀 Featured Projects

Final-year project (team). Real-time exercise-form correction for 5 exercises with MediaPipe pose tracking, joint-angle rule engines and voice feedback, plus a CNN-LSTM fault classifier evaluated on fully held-out people. It streams live landmarks over WebSockets to a 3D viewer, and has an ONNX Streamlit demo.

MediaPipe TensorFlow CNN-LSTM ONNX WebSockets · SHALLOW F1 0.87

🛣️ RoadGuard AI

Pothole detection, ByteTrack tracking and severity scoring from dash-cam video, with CSV road-damage reports and a Streamlit app. Fine-tuned YOLOv8s at 1280 px.

YOLOv8 ByteTrack OpenCV Streamlit · mAP@0.5 0.519

A multi-agent research platform with LangGraph, Corrective RAG over FAISS, MCP tool integrations, RAGAS evaluation and dual-layer memory. Served with FastAPI and Streamlit.

LangGraph CRAG FAISS RAGAS FastAPI MCP

🏆 Top 25 / 400+ submissions at the Sofstica AI Hackathon 2026. An AI copilot for supplier shortlisting: deterministic rule screening plus an LLM extracting cited evidence, with conflict detection and human-in-the-loop approval.

LLM Groq Pydantic Streamlit · 0% hallucination rate

Six stages from LLM API calls to a CrewAI multi-agent writer and a custom MCP server that GPT-4o-mini discovered and used (14 tool calls in one research run).

LangChain LangGraph CrewAI MCP FAISS

Skip-gram with negative sampling in pure NumPy: derived gradients verified numerically, subsampling, noise sampling. Matches gensim on WordSim-353 (0.364 vs 0.365).

NumPy Word2Vec From scratch


🗂️ More Projects

👁️ Computer Vision
Project Highlights
Flower Classification MobileNetV2 transfer learning + fine-tuning: 83.8% → 92.1% accuracy
Handgun Detection Custom-trained YOLO11n: 0.937 mAP@0.5
CIFAR-10 CNN MLP vs CNN vs improved CNN: 52% → 86%
YOLO Detection & Segmentation YOLO11 / YOLOv8 detection, instance segmentation, object counting
Multimodal Vision BLIP captioning and VQA, Stable Diffusion 1.5 and SDXL Turbo
🗣️ NLP & LLMs
Project Highlights
End-to-End NLP & LLM Project 12 tasks on 20K Amazon reviews, from preprocessing to transformers
Word Embeddings vs TF-IDF GloVe, Word2Vec (CBOW/Skip-gram), learning-curve showdown
TF-IDF Search Engine Keyword extraction, cosine search with Precision@10 evaluation, LSA map
N-gram Language Models Kneser-Ney from scratch, perplexity, memorization analysis, autocomplete
Markov Models & Text Classification Bigram LMs, smoothing, Naive Bayes, χ² feature selection
Top2Vec Topic Modeling 127 topics found automatically, semantic search, Gradio app
IMDB Sentiment RNN Embeddings + SimpleRNN on 50K reviews
Local LLMs: Ollama & GPT4All Llama, Gemma and Qwen benchmarked locally, JSON output, quantized Llama 3 8B
Nova AI Companion Google ADK + Gemini talking avatar with lip-sync (GDG workshop)
📊 Machine Learning, Data & Algorithms
Project Highlights
Diabetes Health Indicators Binary, multiclass and regression prediction on 100K records
Heart Disease Classification Recall-focused medical evaluation: 91% recall, 0.93 ROC-AUC
Titanic: ML vs Deep Learning Four classical models vs a Keras network
Pakistan Real Estate EDA 191K Zameen.com listings: pricing, demand and city trends
NYC Taxi ELT Pipeline dbt + Neon Postgres: staging → transformation → marts
PageRank Spider Web crawler + SQLite + iterative PageRank, visualized as a D3.js force graph
⚙️ Automation
Project Highlights
AI Resume Screening (n8n) Form → PDF parsing → GPT-4o-mini scoring → Google Sheets shortlist
AI Email Auto-Responder (n8n) In-thread Gmail replies with loop-safe filtering

🛠️ Tech Stack

Languages

ML / Deep Learning & Computer Vision

NLP, LLMs & Agentic AI

Tools, Deployment & Cloud


💼 Experience

AI Trainee · Atomcamp · Remote · Jan 2026 – Jun 2026

  • Built end-to-end AI pipelines in Python across computer vision (YOLOv8), NLP and generative AI agents
  • Applied MLOps practices and statistical feature engineering to improve accuracy, interpretability and deployment readiness

🎓 Education

BS Computer Science · UBIT, University of Karachi · 2023 – 2026
Artificial Intelligence · Natural Language Processing · Parallel & Distributed Computing · Data Structures & Algorithms · Data Warehousing & Mining · Modeling & Simulation · Operations Research

📜 Certifications

🏆 Achievements

  • 🥇 Gold Medal, AI/CV Contribution, DHA Suffa University
  • 🥉 Bronze Medal, International Kangaroo Linguistics Contest (IKLC)
  • 🏆 Sofstica AI Hackathon 2026: Top 25 out of 400+ submissions with SourceWise, an AI supplier-shortlisting copilot

📈 GitHub Stats

GitHub stats Top languages

Open to AI/ML engineering internships and roles · Let's build something real.

LinkedIn Email

Pinned Loading

  1. RoadGuard-AI-Pothole-Detection RoadGuard-AI-Pothole-Detection Public

    End-to-end pothole detection and road damage reporting: fine-tuned YOLOv8s, ByteTrack video tracking, severity scoring, CSV reports, and a Streamlit web app.

    Jupyter Notebook

  2. AI-Manufacturing-Decision-Copilot AI-Manufacturing-Decision-Copilot Public

    SourceWise: AI copilot for supplier shortlisting (Sofstica AI Hackathon 2026). Deterministic rule screening and weighted ranking, with an LLM extracting cited evidence from supplier notes and confl…

    Python

  3. CogniGraph-AI-Multi-Agent-Research-Assistant CogniGraph-AI-Multi-Agent-Research-Assistant Public

    🔬 An advanced Multi-Agent AI Research Assistant built with LangGraph and Python. Orchestrates independent Planner, Retriever, and Synthesizer agents using a decoupled FastAPI backend and a beautifu…

    Python

  4. Multimodal-Vision-BLIP-Stable-Diffusion Multimodal-Vision-BLIP-Stable-Diffusion Public

    Multimodal computer vision with Hugging Face: image captioning and VQA with BLIP, text-to-image with Stable Diffusion 1.5 and SDXL Turbo, plus prompt, guidance and step experiments.

    Jupyter Notebook

  5. Nova-AI-Companion Nova-AI-Companion Public

    Talking AI companion built with Google ADK and Gemini: custom career-mentor persona, Google Search grounding, voice replies and a lip-synced animated avatar. Built at a GDG workshop.

    JavaScript

  6. NLP-LLM-End-To-End NLP-LLM-End-To-End Public

    End-to-end NLP and LLM project on 20K Amazon reviews: preprocessing, n-grams, TF-IDF, Word2Vec, n-gram language models, distilGPT-2, summarization, QA, prompt engineering, and classifiers. Includes…

    Jupyter Notebook