Available for part‑time freelance projects

I build production-ready
machine learning systems.

ML Engineer specializing in NLP, MLOps, and data‑driven solutions.

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Macro-F1
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Smaller than 14B LLM
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Trainable Params
Services

What I can do for you

End-to-end ML engineering services tailored to your business needs.

Data Analysis & Visualization

Interactive dashboards (Plotly, Streamlit), exploratory data analysis, and actionable insights from complex datasets.

Machine Learning Modeling

Classification, regression, time series forecasting. XGBoost, scikit‑learn, PyTorch – with clean, reproducible code.

Natural Language Processing

Sentiment analysis, text classification, summarization. Fine‑tuning transformers (BERT) with LoRA for efficiency.

Efficient GPU Training

LoRA fine‑tuning, memory optimization, and modern training practices to maximize hardware utilization.

MLOps (growing)

Experiment tracking (W&B), containerization (Docker), CI/CD basics. Currently learning multi‑container apps and GitHub Actions.

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Portfolio

Selected Projects

Real‑world ML systems with measurable impact on performance, efficiency, and scalability.

Preprint

Featured Publication

Research on efficient hate speech detection, conducted under supervision.

Expertise

Technical Skills

Categorized expertise with focus on production‑ready machine learning systems.

Credentials

Languages & Certifications

Multilingual communication and verified credentials in ML and data science.

Languages

Egypt
Arabic
Native
United States
English
Fluent (Professional)
China
Mandarin
Beginner (actively learning)

Certifications

Applied Data Science Lab

WorldQuant University · Issued Sep 2023

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Machine Learning Specialization

Stanford Online / Coursera (Andrew Ng) · Issued Nov 2023

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About

Systems thinker, builder

I'm Mahmoud El-Bahnasawi, an ML engineer focused on building production-ready systems, not just models. I combine AI with solid software engineering to ship work that actually runs.

I treat documentation and system design as core parts of the work, using tools like Mermaid to keep pipelines clear, reproducible, and easy to extend.

I start from the business problem. Before writing code, I ask: what value does this create?

My focus is end-to-end ML and MLOps: Docker, GitHub Actions, and Weights & Biases.

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Mahmoud El-Bahnasawi
Contact

Let's connect

Have a project in mind? Reach out — let's build intelligent systems together.

m.elbahnasawi.ai@gmail.com +20 109 261 5675
Part‑time availability — typically reply within 24h

Connect

Location

Cairo, Egypt · Available for remote worldwide (part‑time)

Response Time

Typically within 24 hours. For urgent matters, mention "URGENT" in subject.