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mohamed-elkholy95/README.md

Mohamed Elkholy

AI / ML Engineer · M.S. Data Science · AWS AI & ML Scholar


Email Website Profile Views



 About Me

AI/ML Engineer with a background in data science and hands-on experience building AI agent systems, deploying ML pipelines, and applying statistical modeling to real-world problems. I combine technical implementation with cross-domain experience spanning healthcare, data science, and IT infrastructure.




M.S. Data Science
Eastern University, PA




AI Agent Systems
Multi-step reasoning & structured output




AWS AI & ML Scholar
SageMaker · Bedrock · GenAI




Cross-Domain
Data Science · Healthcare · IT




Open to Opportunities
AI/ML · Data Science · MLOps




Full-Stack Engineering
Python · TypeScript · DevOps


 Tech Stack

AI & Machine Learning

Python Machine Learning Deep Learning LLM Engineering AI Agents Scikit-Learn Pandas NumPy

Cloud & DevOps

AWS SageMaker Docker Linux Bash Git

Development

TypeScript JavaScript Next.js PostgreSQL Redis REST API


 Experience

🖥️ IT Support & Administrator

Technology Matrix Group, USA  ·  2022 – Present

  • ▸ Administered hybrid IT infrastructure across on-premise NAS and cloud environments, improving reliability and data accessibility
  • ▸ Automated recurring workflows and supported software lifecycle management, security compliance, and system stability
  • ▸ Applied Linux server administration and Docker-based tooling for internal operations and deployment workflows

 Featured Projects

Production AI agent platform featuring a composable middleware chain for multi-step reasoning, LLM API integration, structured output pipelines, and real-time streaming.

Python TypeScript Docker LLMs

📌 2024 – Present  ·  🟢 Active

End-to-end web platform with authentication, REST APIs, real-time SSE newsfeeds, media handling, and self-hosted VPS deployment with security hardening.

Next.js PostgreSQL Redis Docker

📌 2023 – Present  ·  🔵 Live

AI-powered study companion designed for intelligent summarization, quiz generation, and personalized study plans.

Python LLMs

Fast and intuitive planning application for organizing tasks, setting goals, and managing schedules efficiently.

Python JavaScript

Secure form proxy solution for handling submissions safely, protecting user data, and reducing spam through server-side validation and processing.

Python Node.js


 AI/ML Portfolio — 15 Projects

A comprehensive portfolio of 15 production-ready AI/ML projects with 474+ tests, 54 Streamlit dashboard pages, 15 REST APIs, and GPU-accelerated inference.

RAG-based document Q&A with chunking strategies, semantic search, and API. RAG NLP FastAPI

AI-powered resume screening with skill matching, scoring, and NER extraction. NLP NER 84 tests

Multi-agent orchestration with pipeline workflows and shared memory. Agents Pipeline 45 tests

AI data analyst with auto profiling, anomaly detection, and chart suggestions. Pandas Plotly Data Science

Diffusion model with U-Net, noise scheduling, and CUDA acceleration. PyTorch CUDA Generative AI

Multi-model text classification with TF-IDF, transformer, and ensemble. NLP Transformer 64 tests

LLM fine-tuning with LoRA/PEFT adapters and configurable hyperparameters. LoRA PEFT Transformers

Real-time voice assistant with Whisper STT and TTS synthesis. STT TTS Whisper

🏷️ NER System

Named Entity Recognition with BIO tagging and BiLSTM-CRF model. NER BiLSTM 39 tests

Text autocomplete with n-gram and neural language models. N-gram Language Model

Churn prediction with random forest and classification metrics. Classification Scikit-learn

House price prediction with gradient boosting and regression. Regression Gradient Boosting

Fraud detection with anomaly scoring and data drift monitoring. Anomaly Detection PSI 49 tests

Hybrid recommendation with collaborative and content-based filtering. Collaborative Filtering MF 39 tests

MLOps pipeline with experiment tracking, model registry, and drift detection. MLOps Experiment Tracking

 Education

  Degree Institution Period
🎓 M.S. in Data Science Eastern University, Pennsylvania, USA Fall 2025 – Present
🦷 Bachelor's Degree in Dentistry Cairo University 2013 – 2019

 Certifications

  Certification Issuer Year
☁️ AWS AI & ML Scholars Udacity / Amazon Web Services 2025
🧠 AWS Educate: Machine Learning Foundations Amazon Web Services 2025
AWS Educate: Introduction to Generative AI Amazon Web Services 2025

 GitHub Stats


GitHub Streak



📬 Let's Connect

Open to AI/ML Engineering · Data Science · MLOps roles


Email Website


🇺🇸 Preferred Language: English


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  1. rag-document-qa rag-document-qa Public

    RAG-based document Q&A system with chunking strategies, semantic search, and FastAPI + Streamlit

    Python

  2. ai-resume-screener ai-resume-screener Public

    AI-powered resume screening system with skill matching, scoring, NER extraction, and evaluation metrics

    Python

  3. finetune-llm-lora finetune-llm-lora Public

    LLM fine-tuning with LoRA/PEFT adapters, configurable hyperparameters, and training pipeline with evaluation

    Python

  4. fraud-detection fraud-detection Public

    Real-time fraud detection with anomaly scoring, cost-sensitive threshold optimization, PSI data drift monitoring

    Python

  5. multi-agent-system multi-agent-system Public

    Multi-agent orchestration system with pipeline workflows, shared memory, and cooperative task execution

    Python 1

  6. realtime-voice-assistant realtime-voice-assistant Public

    Real-time voice assistant with Whisper STT, intent classification, template-based NLU, and TTS synthesis

    Python