Biomedical Engineer | MSc. Electrical Engineering

Engineering Intelligent Systems
& Digital Experiences

Machine Learning Engineer & Entrepreneur specializing in predictive models, computer vision, and innovative game development.

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Acagamia
Founder & Tech Lead
3+ Years
Teaching & Engineering
SOTA Results
in ML Accuracies
MSc & BSc
Double Engineering Degrees
Houssam Abstract

Bridging deep tech
with product innovation.

I am an innovative and driven biomedical engineer with a strong background in electrical engineering and machine learning. I specialize in analyzing complex biological data to extract actionable insights and applying machine learning algorithms to solve biomedical problems. With a foundation in Medical Engineering and an MSc in Electrical Engineering, I focus on designing, developing, and testing complex systems with a focus on technical excellence and practical application.

What I Do

  • Machine Learning & AI Architectures

    Designing CNNs, ViTs, and LLMs for healthcare and predictive data analysis.

  • Technical Development & Analysis

    Full lifecycle model deployment, from feature extraction to ensemble optimization.

  • Entrepreneurship & Game Design

    Leading Acagamia, driving market research, strategic planning, and game development.

Technical Expertise

A carefully cultivated stack for high-performance AI and engineering.

Programming & AI

Python RStudio C++ Matlab Tensorflow Keras Pytorch CNN/ViT

Tools & Libraries

Pandas SKLearn Numpy Matplotlib Gurobi Jupyter Minitab LaTeX

Certifications & More

IELTS (7.5/9) Lucidchart AdobeXD MS Office Medical Signal Processing Optimization Techniques

Selected Works

Innovative solutions across MedTech, AI logic, and game development.

Brain Tumor AI
Masters Thesis CNN & ViT Ensemble Learning

Brain Tumor Classification using CNN and ViT

Achieved state-of-the-art accuracy using an ensemble learning method with 4 fine-tuned neural network models, combining Convolutional Neural Networks and Vision Transformers.

Retinal Disease AI
2023 ResNet/VGG

Retinal Disease in OCT Detection

Deployed ResNet, DenseNet, and VGG models with ensemble learning to detect diseases in OCT images, evaluating performance via AUROC and sensitivity.

Kidney Stone AI
2022 SVM & Feature Extraction

Kidney Stone Detection AI

Extracted features from X-ray images and applied SVM models to reach a 97% diagnostic accuracy, focusing on sensitivity and F1 score.

Filter Optimization
Publication Genetic Algorithms

Optimized FIR Filter Design

Research on optimizing FIR filters using Genetic Algorithms for ECG signal processing. Published in BioMedInformatics (2023).

Publications & Research

Academic contributions to the field of AI and Biomedical Engineering.

Optimized FIR Filter Using Genetic Algorithms: A Case Study of ECG Signals Filter Optimization

BioMedInformatics 2023, 3, 1197-1215 | Hamici, H.; Kanan, A.; Al-hammuri, K.

Brain Tumor Classification Using CNN and ViT

Accepted for Publication | Masters Thesis Research

The Engineering & Academic Process

A systematic approach to solving technical problems and empowering students.

01

Inquiry

Identifying complex engineering challenges and student learning gaps through data and observation.

02

Design

Architecting intelligent AI systems and structured academic modules tailored for high impact.

03

Execution

Deploying advanced ML models and facilitating interactive, high-engagement classroom sessions.

04

Validation

Measuring technical performance and student success through rigorous SOTA testing and feedback.

Professional Journey

Oct 2024 – Present

Teacher Assistant

German Jordanian University • Electrical & Industrial Engineering Depts

Supervising and teaching students across multiple engineering departments, reinforcing complex learning concepts, and managing academic evaluations.

Feb 2024 – June 2024

Logistics Officer

Professional Logistics • Amman, Jordan

Coordinated goods movement, managed inventory storage and distribution, and ensured cost-effective logistics operations.

Feb 2022 – Feb 2024

Teacher Assistant

Princess Sumaya University for Technology • Electrical & Industrial Engineering Depts

Accumulated over 3 years of teaching experience across two prestigious universities, mentoring students in core engineering principles and advanced research applications.

Education

Oct 2024 – Present

M.S., Entrepreneurship and Innovation Management

German Jordanian University • GPA: 92/100

Feb 2022 – Aug 2024

M.S., Electrical Engineering

Princess Sumaya University for Technology • GPA: 79.9/100

Feb 2018 – Jan 2022

B.S., Medical Engineering

Amman Alahliyya University • GPA: 85.7/100 (Excellent)

Let's Work Together

Whether you have a groundbreaking AI concept or need strategic technical direction, reaching out is the first step.