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Ahmed Dorra

@ahmeddorra

AI engineer building Python LLM applications, including a shopping assistant that raised right-product-first ranking from 23% to 43%.

Egypt

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On a shopping assistant for a 12,730-product catalogue, I built a LangGraph agent and FastAPI service with hybrid retrieval and customer preference memory. Reranking raised right-product-first results from 23% to 43%.

I designed a code-graded evaluation for the agent, where a prompt update passed 12 of 12 tasks, compared with 7 previously. I also added guardrails, tracing, monitoring, automated tests, and CI.

My work also includes fine-tuning Stable Diffusion with LoRA for text-to-floor-plan generation, published in Machine Graphics & Vision, and a quantum machine-learning pipeline for EEG classification, published at the Neurogenomics 2024 Conference. I currently teach Computer Science at Culture and Science City.

Experience

Work history, roles, and key accomplishments

Military Service (mandatory)

Egypt

Jan 2025 - Jan 2026 (1 year)

Completed mandatory military service.

Teaching Assistant, Computer Science

Culture and Science City

Oct 2024 - Dec 2024 (2 months)

Designed and led 50 Compiler Theory lab sessions for 600+ students, covering regular expressions, finite automata, and lexical analysis. Co-taught neural-network and CNN sessions on backpropagation, gradient descent, and loss functions.

Theory Of Computation Regex Finite State Machines Lexical Analysis Neural Networks CNN Backpropagation Gradient Descent Linear Algebra Calculus Information Retrieval

Quantum Research Intern

QUAE (QWorld UAE chapter)

Dec 2023 - Mar 2024 (3 months)

Built a quantum machine-learning pipeline for EEG classification, including a Quantum Variational Autoencoder for self-supervised denoising and LDA for cognitive-task classification. Evaluated generalization and computational-complexity trade-offs on noisy neurological time series.

Quantum Machine Learning Quantum Variational Autoencoder LDA EEG Classification Brain Computer Interfaces Python

Education

Degrees, certifications, and relevant coursework

Hugging Face

LLM Course, Large Language Models

Currently enrolled in the Hugging Face LLM Course.

Abu Bakr Soliman

Mini-RAG: production RAG systems, RAG Systems

2026 - 2026

Completed the Mini-RAG: production RAG systems course.

MLOps MENA Community

MLOps Practitioner Course, MLOps

2026 - 2026

Completed the MLOps Practitioner Course.

DeepLearning.AI

Deep Learning Specialization, Deep Learning

Completed the Deep Learning Specialization.

DeepLearning.AI

Generative AI with Large Language Models, Generative AI

Completed the Generative AI with Large Language Models course.

QWorld

Diploma, Quantum Computing

2023 - 2024

Diploma in Quantum Computing covering quantum algorithms, quantum machine learning, and quantum information, with QBronze, QSilver, and QNickel certifications.