Open to new opportunities

Muhammad Faizan Qureshi

@mfaizanq

AI and Data Engineer building intelligent systems — from LLM fine-tuning and RAG pipelines to computer vision and enterprise data solutions.

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// ABOUT

Engineering Generative AI for the Enterprise

Production-focused ML systems that connect research to real business outcomes.

plm_schema.sql — workspace
1-- Oracle Agile PLM · prompt-to-SQL context2SELECT av.item_number, av.description3FROM agile_item av4JOIN agile_rev ar ON av.id = ar.item5WHERE av.subclass = :cls6  AND ar.rev_number = (7    SELECT MAX(rev_number) FROM agile_rev WHERE item = av.id8  );

I am an AI and Data Engineer based in Pakistan, focused on end-to-end intelligent systems — from model training and retrieval pipelines to dashboards and cloud delivery.

At GoSaaS I work on Oracle Cloud–native AI: LLM fine-tuning on enterprise schemas, computer vision for CAD workflows, AI agents, and large-scale reporting with OTBI and BIP.

Previously at GSPEC I shipped applied CV and generative projects — from YOLO detection to Stable Diffusion fine-tuning and legal-domain RAG — always with an eye on measurable impact.

2025

Oracle GenAI Certified

900+

Q&A pairs for LLM fine-tuning

3.23

BSCS CGPA (NUST)

10+

AI tools & frameworks

// PROJECTS

What I've Built

AI-powered systems, from research-grade models to production integrations.

PLM LLM fine-tuning

Fine-tuned GPT OSS-20B with LoRA on Oracle Agile PLM schemas for schema understanding, relationship mapping, and prompt-to-SQL generation — ~900 curated Q&A pairs.

PythonLoRAOracle AgileSQLOCI

CadVision

AI system to detect and highlight differences between CAD revisions for automated design validation and faster engineering review.

Computer VisionPyTorchCADAutomation

Oracle AI Agent Studio

Enterprise AI agents with LLM integration, custom workflows, and secure connectivity to business data sources.

LLMsAgentsOCIEnterprise

OTBI & BIP reporting

Dashboards and operational reports with complex SQL, optimized layouts, and reliable delivery for stakeholders.

OTBIBIPSQLAnalytics

BookYOLO

AI listing scanner for Airbnb, Agoda, and Booking.com — feature extraction and risk flags to assess stay quality.

PythonScrapingMLProduct

Physics-informed regression

PyTorch multi-output model for 5D CFD simulations with custom loss functions and careful hyperparameter tuning.

PyTorchCFDResearchMulti-output

YOLOv11 football detection

Fine-tuned YOLOv11 for real-time player and ball detection with OpenCV and a custom dataset.

YOLOv11OpenCVUltralyticsCV

DreamBooth product imagery

Fine-tuned Stable Diffusion v1.5 for brand-specific product image generation and marketing assets.

Stable DiffusionDreamBoothGenerative AI

Law firm RAG pipeline

Local RAG with ChromaDB, LlamaIndex, and Mistral-7B — embeddings, retrieval, and document tracking for legal workflows.

RAGChromaDBLlamaIndexMistral

// SKILLS

Tech Stack

The tools and technologies I use to ship end-to-end AI and data products.

AI / Machine Learning

  • PyTorch & deep learning92%
  • LLMs, RAG & agents90%
  • Computer vision & YOLO88%
  • Scikit-learn & classical ML85%
  • Hugging Face & tuning87%

Engineering & Web

  • Python95%
  • JavaScript / React86%
  • FastAPI & Node.js84%
  • Java & C++78%
  • React Native (Meta certified)80%

Data & Platforms

  • SQL, OTBI & BIP88%
  • MongoDB / MySQL / Firebase82%
  • Supabase78%
  • Oracle Cloud & OCI AI85%
  • Git, Colab & tooling90%

// EXPERIENCE

Where I've Worked

From applied computer vision and RAG to enterprise Oracle Cloud AI.

  • Sep 2025 — Present

    GoSaaS, Inc.

    AI and Data Engineer (ASE)

    • Oracle Cloud Infrastructure 2025 Certified Generative AI Professional
    • LLM fine-tuning (PLM migration) — GPT OSS-20B + LoRA on Oracle Agile PLM schemas; schema understanding, relationship mapping, prompt-to-SQL (~900 Q&A pairs).
    • CadVision — AI system to detect and highlight differences between CAD revisions for automated design validation.
    • Oracle AI Agent Studio — agents with LLM integration, custom workflows, and enterprise data connectivity.
    • OTBI & BIP — dashboards and reports with complex SQL and optimized layouts.
    • Data migration — Oracle Agile / legacy to Oracle Cloud with mapping, transformation, and validation.
    OCILLMsPL/SQLOTBIAgentsPython
  • Dec 2024 — Aug 2025

    GSPEC Technologies

    AI and Data Engineer

    PyTorchYOLORAGOpenCVGenerative AI
  • Jul 2024 — Aug 2024

    Pakistan Oxygen Limited (POL)

    Project Intern

    • Improved data management workflows in the Deliver & CAM team.
    • Developed dashboards for cylinder tracking.
    AnalyticsDashboardsOperations

// EDUCATION

Academic Background

Foundations in computer science from NUST and secondary qualifications.

National University of Sciences and Technology (NUST)

Islamabad, Pakistan

Bachelor's in Computer Science

CGPA 3.23 · 2021 — 2025

Beaconhouse Defence Campus

Lahore, Pakistan

A-levels (1A* 3A)

2019 — 2021

Beaconhouse

Lahore, Pakistan

O-levels (6A* 4A)

2017 — 2019

// CONTACT

Let's Build Something

Have a project in mind? I'm always open to discussing new opportunities.