Arman Abouali
Research Associate (Machine Learning & Signal Analysis)
Experience
Research Associate (Machine Learning & Signal Analysis)
Technical University of Clausthal
- Built end-to-end pipelines for sensor-driven time-series vibration signals: data cleaning, feature engineering, model selection for unsupervised learning, and validation for size classification tasks.
- Applied statistical feature extraction to characterize dynamic responses.
- Developed Python algorithms for signal processing (FFT, PSD) and classification; compared multiple model architectures with uncertainty-aware evaluation.
- Supervised students in labs and projects (analysis methods, interpretation, reporting); delivered a practical laboratory course and contributed to documentation and presentations.
- Prepared academic outputs: Master’s thesis and conference contribution (SimScience 2025).
Research Project
Machine Learning for Mining Applications: Unsupervised Analysis to Distinguish Particles via Vibration Signal Data
- Python
- scipy.signal
- NumPy
- Pandas
- EnDAQ
- EMD method
- Data Clustering
- FFT
- PSD analysis
Research Project
Prediction of Extreme Events Using Images from Precipitation Radars
- Python
- Parquet data
- BeautifulSoup
- Image Processing
- Feature Engineering
- Data Visualization
IT Administrator - Student work (Hiwi - job)
Technical University of Clausthal
- Managed hardware and software issues for over 20 devices within the university department.
- Optimized and maintained website content using TYPO3.
IT Systems and Data Analysis
Solico Group (Kaleh)
- Built Power BI and Excel dashboards for performance; ensured data reliability for decisions and audits.
- Provided technical support for system failures and networks; reduced downtime via structured diagnostics.
IT Administrator
Rahmani Group
- Installed and configured switches, routers.
- Managed cabling and documentation across Windows and Linux.
Industries Experience
See where this freelancer has spent most of their professional time. Longer bars indicate deeper hands-on experience, while shorter ones reflect targeted or project-based work.
Experienced in Education (5 years), Food and Beverage (2 years), Information Technology (1.5 years), Metals and Mining (1 year), and Government and Administration (0.5 years).
Business Areas Experience
The graph below provides a cumulative view of the freelancer's experience across multiple business areas, calculated from completed and active engagements. It highlights the areas where the freelancer has most frequently contributed to planning, execution, and delivery of business outcomes.
Experienced in Information Technology (6.5 years), Research and Development (2.5 years), and Business Intelligence (2 years).
Summary
Master’s graduate in Computer Science with a strong interest in data-driven modeling, signal processing, and machine learning. Passionate about working with various types of data—from cleaning and pre-processing to creating meaningful visualizations that reveal underlying patterns. Highly motivated by analytical challenges and continuous learning, with a focus on developing intelligent solutions through structured data analysis and algorithmic thinking.
Skills
- Machine Learning: Time-series Data, Supervised And Unsupervised Learning, Prediction And Classification, Clustering, Tensorflow, Keras
- Programming & Data: Python (Numpy, Scipy, Pandas, Scikit-learn), Sql, R, Power Bi, Tableau
- Tools & Environments: Jupyter, Vs Code, Git, Linux/windows/macos
- Documentation: Latex, Microsoft Powerpoint, Scientific Writing
- Soft Skills: Independent & Team-based Research, Mentoring, Clear Communication, Organization
Languages
Education
Technical University of Clausthal
Master of Science in Computer Science · Computer Science · Clausthal-Zellerfeld, Germany
Brindavan College
Bachelor of Science in Computer Application · Computer Application · Bengaluru, India
Certifications & licenses
Driving License: Class B
Profile
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