ABOUT

WHERE I AM RIGHT NOW

Fourth-year Data Science & AI student at Al al-Bayt University, graduating in 2027. Most of what I know about engineering I learned by building: two live ML systems, freelance work where a client depended on the result, and leading student engineering teams. Teaching is where I'm strongest. I hold two 80-hour TOT certifications, I've trained school students in robotics and was recognised with an Excellence in Robotics award, and I run workshops and talks for university students.

The side of machine learning I enjoy most is the systems side: data pipelines, model serving, monitoring, and evaluation that holds up on data the model has never seen. I keep going deeper into each of these, and I write down every decision so the reasoning is easy to follow. I'm looking for an AI/ML or MLOps role or internship on a team I can learn a lot from.

certified trainer (TOT) ×2 — robotics trainer, workshop lead and invited speaker · six months as team lead

EDUCATION

B.Sc. Data Science & Artificial Intelligence

Al al-Bayt University, Jordan

SEP 2023 — JUN 2027 (EXPECTED) · YEAR 4

WHAT I'VE USED, AND WHERE

Grouped by the project each tool was actually used on. A tool that isn't tied to a project isn't listed here.

Tools used, by project
Tool	OmniDiag	AI-Sourcing	EMG	Pickaxe
MODELS & EXPLAINABILITY
Spline-GLM + conformal prediction	used on this project
InterpretML (EBM)	used on this project
XGBoost	used on this project		used on this project
LightGBM	used on this project
scikit-learn	used on this project		used on this project
TensorFlow / Keras			used on this project
Optuna	used on this project		used on this project
SHAP	used on this project
Counterfactuals (DiCE-inspired)	used on this project
SERVING & OPS
FastAPI	used on this project	used on this project
Docker	used on this project	used on this project
MLflow	used on this project
PostgreSQL	used on this project	used on this project
Redis	used on this project	used on this project
Celery		used on this project
Prometheus	used on this project	used on this project
DATA & SIGNALS
pandas	used on this project	used on this project	used on this project
PaddleOCR		used on this project
spaCy	used on this project
SciPy / wavelets			used on this project
HARDWARE & ROBOTICS
Arduino			used on this project	used on this project
C++				used on this project
ROS / TurtleBot3				used on this project

MODELS & EXPLAINABILITY

Spline-GLM + conformal prediction: used on OmniDiag
InterpretML (EBM): used on OmniDiag
XGBoost: used on OmniDiag · EMG
LightGBM: used on OmniDiag
scikit-learn: used on OmniDiag · EMG
TensorFlow / Keras: used on EMG
Optuna: used on OmniDiag · EMG
SHAP: used on OmniDiag
Counterfactuals (DiCE-inspired): used on OmniDiag

SERVING & OPS

FastAPI: used on OmniDiag · AI-Sourcing
Docker: used on OmniDiag · AI-Sourcing
MLflow: used on OmniDiag
PostgreSQL: used on OmniDiag · AI-Sourcing
Redis: used on OmniDiag · AI-Sourcing
Celery: used on AI-Sourcing
Prometheus: used on OmniDiag · AI-Sourcing

DATA & SIGNALS

pandas: used on OmniDiag · AI-Sourcing · EMG
PaddleOCR: used on AI-Sourcing
spaCy: used on OmniDiag
SciPy / wavelets: used on EMG

HARDWARE & ROBOTICS

Arduino: used on EMG · Pickaxe
C++: used on Pickaxe
ROS / TurtleBot3: used on Pickaxe

CREDENTIALS

The ones I learned the most from. Each links to the issuer's record or a scan — the rest are in the CV.

MOST SIGNIFICANT

Certified Trainer — Training of Trainers (TOT)

Two separate 80-hour programmes: Oxford College of Economics (UKPRN 10094982) · Feb 2025 Orient House Academy, licensed by the Jordanian Ministry of Education (25/2023) · Mar–Apr 2025 · graded Very Good

Professional Training Certificate in Training of Trainers, issued by Oxford College of Economics — UK-registered issuer — verifiable by certificate number

ID 777947

Training of Trainers certificate from Orient House Academy, licensed by the Jordanian Ministry of Education — the ministry licence line is the part that matters

McKinsey.org Forward
McKinsey.org · adaptive leadership, problem solving, digital skills · Jun 2026
Data Science Essentials with Python
Cisco Networking Academy · Sep 2026
AI & Machine Learning Summer Camp
Sprints × Microsoft · 40 hours · Sep 2025 · ID SPR-025187
ID SPR-025187
Digital Heroes Programme — Intermediate Diploma
Kubicle with PwC Middle East · 19 courses · 29 CPE/CPD hours · credential ID 113500 · Aug 2026
R Track — Introduction to R, Intermediate R, Writing Efficient R Code
DataCamp · Aug 2026
Basic & Intermediate Excel
Excel4Us · 15 hours · Jun 2026
UiPath RPA — five learning paths
UiPath Academy · Studio, Orchestrator, implementation methodology · Jun–Oct 2025
Introduction to ROS & Mobile Robotics (TurtleBot3)
Al3ahed Team · I presented the workshop · Dec 2025
Applied Commercial and Service Robots
QUILL · 90 hours over three months · Jul — Oct 2025

the short-course certificates are listed in the CV

BEYOND THE WORK

Running

A daily habit. Tracked, because I track most things.

Mandarin

Ongoing study. Asian tech markets interest me, and my sourcing project deals with Chinese suppliers.

Making things

Gouache, guitar, and game design in Godot — the last one is where the C++ came from.