Mohab Hussein
Oakland Gardens
Summary
Motivated and research-driven Computer Science undergraduate with hands-on experience in machine learning, high-performance computing, and cloud infrastructure. Proven ability to design and deploy predictive models for job scheduling and system performance optimization using AWS and Python-based tools. Co-author of peer-reviewed research presented under the U.S. Department of Energy’s Visiting Faculty Program at Brookhaven National Laboratory. Skilled in tutoring and peer-led instruction in advanced mathematics, with a strong foundation in data science, neural networks, and system architecture. Passionate about applying computational methods to solve real-world problems at scale.
Overview
1
1
year of professional experience
1
1
Certification
Work History
Research Intern
Brookhaven National Laboratory
06.2024 - 08.2024
- Conducted advanced research on predicting workload performance in integrated HPC and cloud systems under mentorship of Dr. Esma Yildirim
- Designed and implemented neural network models (MLP, CNN, RNN) to predict job runtime and CPU/GPU utilization using multivariate time-series data collected from AWS and HPC clusters.
- Built automated workload generators using benchmark suites (NAS Parallel Benchmarks, TensorFlow-based image classifiers) and developed a dual-architecture system for data collection with RADICAL-Pilot and AWS CloudWatch.
- Engineered and deployed metric collection tools across diverse compute environments to monitor CPU, memory, network I/O, and disk usage, generating over 40,000 data points for training predictive models.
- Achieved runtime prediction accuracy with less than 1-minute mean absolute error (MAE), and R² scores up to 0.99, significantly outperforming historical scheduler-based estimation methods.
Research Intern
CUNY Research Scholarship Program
08.2023 - 05.2024
- Conducted research on optimizing replica data transfers in distributed cloud storage systems, with a focus on inter- and intra-data center environments using Amazon Web Services (AWS).
- Designed and implemented a service-layer, cost-efficient data collection framework utilizing AWS S3, EC2, CloudWatch, and DynamoDB to monitor throughput (BytesDownloaded) and latency (TotalRequestLatency).
- Developed, trained, and evaluated multiple time series forecasting models (univariate, multi-input, multivariate) using neural network architectures including MLPs, RNNs, LSTMs, and CNNs.
- Demonstrated that multivariate multi-input models outperform state-of-the-art time series methods (e.g., N-HiTS, N-BEATS, TimesNet) in predicting short- and long-term cloud network behavior.
- Authored and co-presented a conference paper accepted to SC ’25, highlighting the novel predictive modeling approach for dynamic replica transfer optimization.
Math Tutor
Queensborough Community College
08.2023 - 05.2024
- Provided one-on-one and small group tutoring for a range of mathematics courses, including College Algebra, Precalculus, Calculus I–II, and Statistics.
- Helped students strengthen foundational skills and develop problem-solving strategies tailored to course-specific content.
- Adapted explanations to accommodate various learning styles, improving student comprehension and academic performance.
- Collaborated with faculty to align tutoring sessions with curriculum objectives and student learning goals.
Supplemental Instructor
Queensborough Community College
08.2023 - 05.2024
- Led weekly review sessions to reinforce lecture material and promote active learning in College Algebra.
- Recommended students for programs to enhance academic support through improved learning strategies.
- Met with faculty members to discuss course content and progress .
- Arranged tutoring appointments to improve student performance, facilitate learning, and help students earn higher grades.
- Evaluated and revised lesson plans and course content to achieve student-centered learning.
Education
Bachelor of Science - Computer Science
Queens College
Flushing, NY05-2026
Associate of Science - Computer Science
Queensborough Community College
Oakland Gardens, NY05-2024
Skills
- Machine Learning & Neural Network Modeling
- Cloud Computing with AWS
- High-Performance Computing (HPC) Systems & Job Scheduling
- Python Programming & Scientific Libraries (NumPy, Pandas, Matplotlib)
- Data Analysis & Time-Series Modeling
- Scientific Writing & Academic Publishing
- Tutoring & Peer Instruction
- Public Speaking & Technical Presentation
- Collaborative Research & Cross-Functional Teamwork
- Problem Solving & Analytical Thinking
Certification
- Certified AWS Certified Cloud Practitioner
Timeline
Research Intern
Brookhaven National Laboratory
06.2024 - 08.2024
Research Intern
CUNY Research Scholarship Program
08.2023 - 05.2024
Math Tutor
Queensborough Community College
08.2023 - 05.2024
Supplemental Instructor
Queensborough Community College
08.2023 - 05.2024
Bachelor of Science - Computer Science
Queens College
Associate of Science - Computer Science
Queensborough Community College
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