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ramsha-jat/README.md


🧬 About Me

role:        AI Engineer @ Infovibes
education:   MS Computer Science, FAST National University (CGPA 3.88/4)
focus:       LLM Systems Β· Agentic AI Β· NLP Β· Computer Vision Β· Healthcare AI
publication: TransFINN β€” IEEE Access, 2025
location:    Karachi, Pakistan

I build AI systems that go from research paper to production β€” not just prototypes. Over 2+ years I've shipped LLM-powered automation pipelines, context-aware conversational agents, and applied deep learning systems across fintech, healthcare, and enterprise workflows.

What sets my work apart is the research foundation behind it: I'm a published IEEE Access author (2025), co-authoring TransFINN β€” a transparent, interpretable feature selection framework for text classification. That "explainability first" mindset shows up in how I build: not just models that perform, but systems people can trust and understand.

Currently: building AI-driven automation pipelines and conversational systems at Infovibes, integrating LLMs with external tools, databases, and APIs for end-to-end workflows.

πŸ”­ What I work on:

  • Agentic workflows & RAG pipelines (LangChain, FAISS, Hugging Face)
  • Conversational AI with multi-step task handling
  • Applied deep learning for healthcare & medical imaging
  • Low-resource NLP (built an Englishβ†’Sindhi NMT model from scratch)

πŸ’¬ Ask me about: LLM system design, RAG architecture, interpretable ML, or my published research on transparent feature selection.


πŸ› οΈ Tech Stack

Languages
Python C++ JavaScript TypeScript

AI / ML & Deep Learning
PyTorch TensorFlow scikit-learn HuggingFace LangChain CUDA

Web & API
FastAPI Flask Django Node.js

Tools & Platforms
Docker Git n8n VSCode

Databases
MongoDB MySQL

Deployment & Cloud
AWS Azure Vercel GitHub Actions

Domains
NLP Computer Vision Healthcare AI LLMs & Agents


πŸš€ Featured Work

🩺 Skin Cancer Detection (ISIC 2020)

Multi-class skin cancer detection mobile app pairing deep learning classification with an LLM layer that generates suggestions, precautions, and diagnosis support in plain language.

Deep Learning Medical Imaging LLM Integration Mobile Deployment

πŸ›‘οΈ Private GPT for Drone Assistance

Secure, Azure-hosted assistant with a FAISS-backed RAG layer for accurate retrieval and a React TypeScript frontend, deployed via Vercel.

RAG / FAISS Azure React TS Gemini Β· Grok

🌐 English β†’ Sindhi Translation

Transformer-based NMT model built from scratch β€” custom WordPiece tokenizers, encoder-decoder architecture, trained for a genuinely low-resource language pair.

TensorFlow Keras NLP Custom Tokenizers Low-Resource NLP

πŸ“„ TransFINN β€” IEEE Access, 2025

Published research on transparent, interpretable feature selection for text classification, co-authored with Dr. Muhammad Rafi.

Read the paper β†’

πŸ’¬ DR Patient Q&A System

BERT-powered question-answering system trained on doctor-patient conversation transcripts, delivering context-aware answers through a user-friendly interface for patients and clinicians.

BERT NLP Healthcare

πŸ“ˆ Forex Prediction with Claude AI

AI-powered Forex market prediction system using Claude AI to reason over structured economic calendar data.

Claude AI Forecasting Python


πŸ“Š GitHub Analytics


πŸŽ“ Education & Credentials

  • MS Computer Science β€” FAST National University, Karachi (2025–2027, CGPA 3.88/4)
  • BS Computer Science β€” Sukkur IBA University (2019–2023, CGPA 3.3/4)
  • πŸ† Sindh Talent Hunt Program Β· HEC Fully Funded Merit-cum-Need Scholarship Β· Runner-Up, Robotics Competition (Solar Panel Cleaning System)

πŸ“« Let's Connect

I'm always open to conversations about LLM systems, applied NLP, or interpretable ML β€” reach out if any of that overlaps with what you're building.

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