Abdullah Amawi
Projects
Optimizing I/O Performance of Scalable ML Workflows in HPC Systems

Optimizing I/O Performance of Scalable ML Workflows in HPC Systems
Master Thesis, HPC, ML, DALI, PyTorch, TF

This thesis investigates data-loading bottlenecks in large-scale deep learning workflows. By integrating GPU-accelerated pipelines such as NVIDIA DALI, experiments show significant reductions in training time and improved GPU utilization, demonstrating the potential of efficient data pipelines to optimize HPC-based machine learning.
Starligh Documentation for Large-Scale Machine Learnin in HPC

Starligh Documentation for Large-Scale Machine Learnin in HPC
Documentation, HPC, Deep Learning

my collection of additional documentation that was the result of few software environment issues and challenges during my thesis work. Pleae note this is not the thesis documentation itself, but a small addition to document how to address some of the issues that may face you in HPC and deep learning workloads, and some additional info. This work can be helpful to anyone that has a similar project or workload.
Sentiment Analysis on Course Feedback

Sentiment Analysis on Course Feedback
Sentiment Analysis, NLP, Python, ML

This project explores the use of natural language processing (NLP) for sentiment analysis. It provides an overview of NLP concepts, recent advancements in sentiment analysis, and demonstrates its application on student feedback collected from a teaching seminar. Key scientific papers in the field are also reviewed to contextualize the analysis.
Göttingen University Research Group Lab Website

Göttingen University Research Group Lab Website
Research, AI, Web Development

Research group Lab website. The lab is a dedicated research and development environment designed to support cutting-edge work in three key fields: Swarm Intelligence, Wireless Sensor Networks, and Artificial Intelligence. Established to empower our students and researchers, the lab provides the infrastructure necessary for seminars, practical sessions, projects, and thesis work.
ZombieSim

ZombieSim
HPC, Parallel Computing, C++, OpenMP, MPI

This Project presents ZombieSim, a parallelized simulation designed to explore High-Performance Computing (HPC) concepts. By combining a configurable program with a game engine for visualization, the project demonstrates practical parallelization techniques and performance analysis, providing insights into efficient HPC utilization.
© 2025 Abdullah Amawi