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AhmedShehata2002/README.md

AHMED SHEHATA


I INVESTIGATE COMPLEX SYSTEMS.

BIOLOGICAL · FINANCIAL · BUILT


Data & Strategy Analyst — Healthcare · Investment · Technology
Abu Dhabi, UAE · English & Arabic




01 / SELECTED WORK


CANCER GENE EXPRESSION CLASSIFICATION

Can a neural network identify cancer type from gene expression alone?

Multi-class deep learning classifier across 5 tumour types — BRCA, KIRC, COAD, LUAD, PRAD — using RNA-Seq expression profiles. Dropout regularisation, confusion matrix evaluation, and feature importance analysis across high-dimensional biological data.

Python TensorFlow / Keras scikit-learn Pandas

→ View Repository


CLINICAL INTAKE AI

Can a bilingual AI assistant replace the paper intake form in UAE private clinics?

Product brief and 12-week implementation roadmap for an Arabic/English AI pre-consultation system. Covers conversation design, safety architecture, and UAE regulatory compliance (PDPL, DHA, MOHAP). 60%+ of UAE clinic patients are non-Arabic-speaking; most intake remains manual and monolingual.

Claude API FastAPI Next.js Python

→ View Repository


CREDIT CARD DEFAULT PREDICTION

Which loan applicants are most likely to default — and why?

Ensemble ML classifier — bagging, random forest, boosting — with class imbalance handling and GINI-based feature importance. Evaluated against precision, recall, and ROC-AUC. Relevant to credit risk management; informed by CFA-level financial analysis.

Python scikit-learn XGBoost Pandas

→ View Repository


HEALTH DATA AI — WHOOP & OURA ANALYTICS

Streamlit application layering conversational AI over personal health data. Upload a CSV export from Whoop or Oura and ask natural language questions about recovery, sleep, and training patterns.

Python Streamlit PandasAI OpenAI

→ View Repository


HABIT DASHBOARD PWA

Dependency-free personal productivity dashboard scoring daily habits across prayer, training, nutrition, and study. Auto-logs to Google Calendar at 11:30pm. Built with vanilla HTML/CSS/JS, solar-angle prayer time calculation for Abu Dhabi, live weather, and streak tracking.

HTML CSS JavaScript PWA GitHub Pages

→ View Repository · Live ↗


TALKPDF

Streamlit app for conversational Q&A over any PDF. Upload a research paper, clinical guideline, or report and ask questions in plain English.

Python Streamlit OpenAI pdfplumber

→ View Repository


SUBSCRIPTION CHURN ANALYSIS

End-to-end SQL analysis of subscription churn using CTEs, window functions, cohort analysis, cross joins, and temporary tables. Identifies when and why subscribers cancel across user segments.

SQL SQLite

→ View Repository




02 / RESEARCH


HOW BUILDINGS AFFECT HUMAN HEALTH

Evidence from Air Quality, Stress, and Epigenetics

Narrative Review · Preprint · 2026

Examines environmental exposure, the built environment, and human health — spanning air quality, stress physiology, and epigenetic mechanisms.

DOI: 10.5281/zenodo.22012930 ↗




03 / EXPERIENCE


AEROME · Co-Founder
Data, Strategy & Environmental Analytics
Cairo, Egypt · Mar 2026 — Present

Python and DesignBuilder-based workflows analysing climate, energy, thermal comfort, and ventilation before major design and capital decisions. Projects modelling up to 42% lower cooling demand and 35% lower overall energy demand. Commercial analysis and market development with real-estate developers.


M42 · Data Science Intern
Environmental Health Analytics
Abu Dhabi · G42 & Mubadala · Jul — Oct 2025

Extracted, cleaned, and validated 50K+ laboratory records from LIMS data. Identified geographic and seasonal patterns to inform monitoring priorities. Presented findings at the 2nd Water Quality Forum to scientists, government officials, and senior stakeholders. Built an LLM-enabled research tool with conversational literature querying.


MASTERPIECE ENGINEERING SERVICES · Data Analyst
Abu Dhabi · Apr 2024 — Apr 2025

Analysed and validated 50K+ records using SQL and Excel, reducing reporting inconsistencies by 25%. Built 10+ interactive dashboards. Produced quantitative insights across healthcare technology, hospitality, and construction for commercial proposals.




04 / EDUCATION


UNIVERSITY OF BIRMINGHAM
MSc Health Data Science
Jan 2026 — Sep 2027 · Dubai, UAE

CFA INSTITUTE
CFA Program · Level I · Nov 2026
Ethics · Quantitative Methods · Economics · Financial Reporting & Analysis
Equity · Fixed Income · Derivatives · Portfolio Management

UNIVERSITY OF TEXAS AT AUSTIN — McCOMBS
PGCert Data Science & Business Analytics
2024 — 2025 · Abu Dhabi, UAE

OXFORD BROOKES UNIVERSITY
BSc (Hons) Medical Science · 2:1
Sep 2020 — May 2023 · Oxford, UK




05 / TOOLS


DATA & PROGRAMMING   Python · Pandas · NumPy · Scikit-learn · SciPy · TensorFlow / Keras · SQL

ANALYTICS & AI   Statistical Analysis · Machine Learning · EDA · NLP · Generative AI

BUSINESS INTELLIGENCE   Excel · Power BI · Tableau · Streamlit

FINANCE & STRATEGY   Financial Statement Analysis · Quantitative Methods · Market Analysis · Commercial Analysis




06 / ELSEWHERE


LinkedIn ↗Portfolio ↗



Abu Dhabi, UAE · Open to roles in health data science, investment analysis, and data-driven strategy

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  1. Personal_Projects Personal_Projects Public archive

    Python

  2. Portfolio- Portfolio- Public archive

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