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AbdullahPatti/README.md

👋 About Me

I'm a Computer Science student at FAST-NUCES focused on building reliable AI systems — from research and evaluation all the way to production.

I work across the full stack of modern AI: data pipelines, model training & evaluation, RAG / agentic architectures, backend services, and deployment. I care equally about rigorous experimentation and shipping systems that actually work under real constraints.

Core strengths

  • Multilingual & low-resource NLP (especially Urdu / Roman Urdu)
  • Retrieval-Augmented Generation and agentic workflows
  • Evaluation design, robustness testing, and shortcut detection
  • End-to-end ownership (data → model → API → monitoring)

Open to roles in AI Engineering, ML Engineering, AI Research, Software Engineering, Forward Deployed Engineering, Data Science, and Generative / Agentic AI.


🔬 Selected Research

Domain Robustness of Multilingual NLP Models
In preparation (targeting Springer LRE)

• Built & released 33 datasets (288,899 examples)
• Designed a domain-robustness evaluation protocol
• Benchmarked 5 models across sentiment, hate speech, fake news & QA

When Benchmarks Mislead
arXiv:2607.14131

• Identified critical length confounds in fake news detection
• Showed severe cross-dataset generalization failure
• Reproduced the failure mode across languages and tasks

Regime-Aware Multi-Modal Bitcoin Direction Prediction
arXiv:2607.23370

• Proposed RAML (FinBERT + BiLSTM + volatility-conditioned fusion)
• Demonstrated the necessity of regime-aware fusion via ablation


💼 Experience

Role Organization Focus
Research Intern FAST School of Computing Led independent research on Urdu NLP robustness • Built large multi-domain benchmark • Designed evaluation protocols
IT Intern QuickFuel Introduced AI/ML into a traditional .NET stack • Built sentiment analysis + semantic search prototypes • Performed system audits
AI Automation Intern Optimus Automate Built LLM-powered email triage agent and RAG document Q&A system end-to-end

🚀 Selected Projects

Project What it does Stack Link
TaxChronos Production-style multilingual RAG for Pakistani tax queries (English–Urdu code-switching) LangChain, Qdrant, Gemini, RAGAS GitHub
Daily Digest Live AI news aggregator with personalized scheduled delivery (15+ users) FastAPI, PostgreSQL, Gemini, Docker, JWT GitHub
Urdu Domain-Robustness Benchmark Open-source 33-dataset dual-script benchmark + evaluation tooling Transformers, XLM-RoBERTa GitHub
Bilingual WhisperBench Zero-shot evaluation of Whisper models on code-mixed speech + custom SPER metric Whisper, FastAPI GitHub
FinSight Financial risk analysis platform combining anomaly detection, behavioral modeling & NLP React, FastAPI, Scikit-learn, HMM GitHub

🛠️ Tech Stack

Languages

Python C C++ C# SQL JavaScript TypeScript HTML5 CSS3

Machine Learning & Generative AI

PyTorch TensorFlow Scikit-learn Transformers LangChain Whisper Ollama

Backend, APIs & Vector Stores

FastAPI .NET PostgreSQL Qdrant ChromaDB FAISS Docker

Frontend & Tooling

React Tailwind CSS Git VS Code


📊 GitHub Analytics



🎓 Certifications


🏆 Leadership & Activities

  • Team Lead / Scrum Master on FYP and multiple semester projects
  • Media Officer — SOFTEC'25 & SQL Query Master Competition
  • ACM Speed Programming Competition
  • Delivered AI masterclasses and workshops
  • Taught MS Office at Pact College
  • Deputy Head of Public Relations — FAST Business Club

⚡ Fun Fact

Left-handed · Rubik’s Cube solver · Care deeply about evaluation rigor and systems that actually ship


Dev Quote



Thanks for visiting. Always happy to chat about AI systems, research, or interesting problems.

Pinned Loading

  1. Urdu-Multi-Domain-Script-Research Urdu-Multi-Domain-Script-Research Public

    First systematic benchmark of domain robustness in Urdu & Roman Urdu NLP; 32 datasets, 8 tasks, 5 models (XLM-R, mBERT, Llama3.1-8B, Mistral-7B, Qwen2.5-7B), evaluated under an SS/ST framework adap…

    Jupyter Notebook

  2. Bilingual-Whisper-Bench Bilingual-Whisper-Bench Public

    Research dashboard & evaluation pipeline for compact Whisper models (Tiny/Base/Small) on Urdu-English code-mixed speech. FastAPI dashboard + SQLAlchemy backend analyzing WER/SPER across 327 recordi…

    Python

  3. News-Reporter News-Reporter Public

    End-to-end AI news aggregator that pulls Pakistani and global RSS feeds, summarizes them with Google Gemini, and emails a personalized daily digest to real users at their preferred hour. Built with…

    HTML

  4. FinSight-Financial-Analysis FinSight-Financial-Analysis Public

    FinSight is a full-stack financial analytics platform that turns raw transaction data into risk insights - anomaly detection, HMM-based behavioral modeling, NLP-driven analysis, and multi-factor ri…

    JavaScript

  5. Research-Assistant Research-Assistant Public

    Research Assistant is an AI research assistant that understands academic papers, not just search terms. Upload PDFs and query them using semantic search and Retrieval-Augmented Generation (RAG). Bu…

    Python

  6. Pak-Rainfall-Analysis Pak-Rainfall-Analysis Public

    Event-based ML framework analyzing structural morphology of rainfall events in Pakistan (1981–2024). Segments 47K+ dekadal records into 4,563 events, discovers 7 rainfall typologies via GMM cluster…

    Python