Mahmoud H.Private profile: Upwork shows its earnings only to signed-in members, so we check it every few weeks, not daily. MRR here is a rough estimate (Upwork's six-month earnings ÷ months active). Last read Nov 5, 2026.

Digital transformation & mechanical analysis specialist focused on turning CFD/FEA data into ML-ready, decisionable insights. I build reproducible pipelines that connect PyAnsys/ANSYS Fluent APIs, OpenFOAM (Python bindings), and CAD APIs to PyTorch/scikit-learn for surrogate modeling (FNOs, PINNs), Bayesian/Optuna hyperparameter search, and uncertainty quantification. Workflow reliability comes from MLflow/DVC for experiment tracking and data versioning, prefect/Airflow for orchestration, and containerized runs on Kubernetes/Slurm. Insights ship via interactive data visualization (Plotly/Dash, Bokeh, Grafana) and metrics dashboards wired to simulation telemetry. The result: automated simulation-to-ML loops, scalable digital twins, and analytics that compress iteration time while raising confidence in mechanical design decisions.