You will get Physician-Led Medical AI Training & Safety Testing
Project details
🚀 PROJECT : Clinical AI Training & Medical Data Intelligence
Overview
This project bridges 10+ years of real-world clinical practice with cutting-edge AI development. As a licensed General Surgeon who led medical operations at MetLife, MedNet UAE & Oman (Munich Re), AXA, NextCare (Allianz), Andalusia Health Group (KSA) and Medgulf (KSA) , I don't just annotate data—I understand what the data means clinically.
Every dataset, annotation, and safety test is backed by deep medical expertise that catches errors general annotators miss, ensures clinical coherence that automated tools overlook, and delivers training data that actually improves your model's performance in real healthcare settings.
Whether you're building a diagnostic AI, training a medical LLM, or deploying clinical decision support—I provide the physician-validated data infrastructure that makes your AI safe, accurate, and ready for production.
Services Breakdown with Practical Examples & Value:
1. Medical Data Annotation & Labeling
2. Clinical RLHF & Preference Ranking
3. Medical LLM Safety Testing & Red-Teaming
4. Clinical Data Pipeline & Feature Engineering
Overview
This project bridges 10+ years of real-world clinical practice with cutting-edge AI development. As a licensed General Surgeon who led medical operations at MetLife, MedNet UAE & Oman (Munich Re), AXA, NextCare (Allianz), Andalusia Health Group (KSA) and Medgulf (KSA) , I don't just annotate data—I understand what the data means clinically.
Every dataset, annotation, and safety test is backed by deep medical expertise that catches errors general annotators miss, ensures clinical coherence that automated tools overlook, and delivers training data that actually improves your model's performance in real healthcare settings.
Whether you're building a diagnostic AI, training a medical LLM, or deploying clinical decision support—I provide the physician-validated data infrastructure that makes your AI safe, accurate, and ready for production.
Services Breakdown with Practical Examples & Value:
1. Medical Data Annotation & Labeling
2. Clinical RLHF & Preference Ranking
3. Medical LLM Safety Testing & Red-Teaming
4. Clinical Data Pipeline & Feature Engineering
Machine Learning Tools
Deeplearning4j, GitHub Copilot, Google Sheets, Microsoft Excel, Microsoft Power BI, NumPy, Open Neural Network Exchange, pandas, Python, Python Scikit-Learn, SciPy, SQL, Tableau, TextBlobWhat's included
| Service Tiers |
Starter
$500
|
Standard
$1,200
|
Advanced
$2,800
|
|---|---|---|---|
| Delivery Time | 3 days | 7 days | 16 days |
Number of Revisions | 1 | 2 | 4 |
Number of Scenarios | 2 | 4 | 6 |
Model Validation/Testing | |||
Model Documentation | - | ||
Data Source Connectivity | - | - | |
Source Code | - | - | - |
Optional add-ons
You can add these on the next page.
Fast Delivery
+$150 - $650
Additional Revision
+$75
Video Consultation (2hrs)
+$100
Custom NDA
+$150Frequently asked questions
About MOHAMED
Physician| Medical Data Expert &Claims Automation| Python AI Developer
Cairo, Egypt - 9:59 am local time
Today, I code in Python and train AI models to solve what others can't: automating complex billing workflows, extracting gold from messy medical data, and building healthcare AI that actually understands patients.
What I solve for you:
→ Claims Automation
Medical billing workflows that run themselves. Rejection analysis that predicts denials before they happen. Revenue cycles that optimize daily, not quarterly.
→ HealthTech Development
Python scripts that talk to EHRs. APIs that sync insurance data. Automation that cuts your processing time by 40%+ — with the compliance rigor healthcare demands.
→ AI Training & Evaluation
I review, debug, and improve AI-generated code for healthcare applications. I build training datasets that capture real clinical scenarios. I ensure your AI doesn't just work — it works safely in medical contexts.
Why clients choose me:
✓ I read medical charts like a doctor — because I am one
✓ I code like a developer — with 3+ years building production healthcare tools
✓ I evaluate AI like a specialist — currently training models for Upwork Enterprise clients
Recent work: Automating prior authorization workflows | Building claims rejection predictors | Evaluating Python code for healthcare AI models
30+ hours/week available. Fixed-price or hourly.
Tell me your challenge. I'll tell you exactly how we solve it.
Steps for completing your project
After purchasing the project, send requirements so MOHAMED can start the project.
Delivery time starts when MOHAMED receives requirements from you.
MOHAMED works on your project following the steps below.
Revisions may occur after the delivery date.
Clinical Alignment & Safety Protocol Setup
We align on the specific medical sub-specialty and safety constraints. For LLM projects, this includes defining the "Red-Teaming" scope to identify potential hallucinations early.
Intelligent Data Wrangling & Feature Extraction
I will engineer Python pipelines to clean unstructured clinical text, handle medical outliers, and extract features that represent real-world patient variability.