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ob2301/README.md

Hey, I'm Omar πŸ‘‹

CS Honors @ UMass Amherst β€’ AI/ML Researcher (Time-Series focused) β€’ Incoming SDE Intern @ Philips
I build AI systems, data pipelines, and research-driven ML tools that solve real problems with clarity and strong engineering.


🧠 About Me

  • πŸ”¬ AI/ML Researcher building tooling, datasets ingestion & evaluation pipelines for Time-Series Foundation Models
  • ❀️ Excited to work on the Patient Monitoring Solution at Philips during my Co-op, where my knowledge and work will directly improve patient outcomes!
  • πŸ‹οΈβ€β™‚οΈ Dedicated to bodybuilding and fitness, focusing on discipline and self-improvement with a goal to compete one day!
  • πŸ‡·πŸ‡Ί Actively learning Russian, and pursuing it as a secondary major at UMass
  • β˜• Always open to talking about AI research, health, languages, or building meaningful technology in the era of AI!

πŸ› οΈ My Tech Stack

Languages:
Python Β· JavaScript Β· TypeScript Β· C# Β· C Β· SQL Β· HTML/CSS

Frameworks & Tools:
PyTorch Β· TensorFlow Β· NumPy Β· Pandas Β· FastAPI Β· Node.js Β· Docker Β· AWS (Lambda, S3, ECR) Β· Git Β· React

ML/Research Tools:
LoRA Β· HuggingFace Β· Lightning Β· Chronos/MOMENT/Papagei/Mantis Β· Scikit-Learn Β· Jupyter


πŸš€ Featured Projects

πŸ“ˆ FMTK Extensions – Time-Series Foundation Models

Toolkit integrations, dataset loaders, and evaluation utilities for Chronos/MOMENT/Papagei/Mantis across forecasting, classification, and anomaly detection.

🧠 AI Document Parser (AWS + LLM Safety)

Secure ML pipeline using guardrails, AWS Lambda, Docker microservices, and automated document ingestion.

🎯 VisionTrainer (PyTorch)

A modular computer-vision training & inference framework with plug-and-play dataset configs and augmentation presets.

🌊 Crisis Simulation Engine

AI-driven flood/police/traffic simulation with agentic AI workflows and scenario management.


πŸŽ“ Currently Working On

  • Benchmarking TSFM models on more diverse domains and new tasks (imputation soon!)
  • Adding LoRA adapters and multi-task training to TSFMs
  • Scaling agentic workflows & ML pipelines on my Crisis Simulation Engine project
  • Prepping for UMass DataFest in Spring 2026!

πŸ”— Connect With Me

LinkedIn: LinkedIn
Email: Oboukantar@umass.edu


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