10.12.2024 aktualisiert

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Performance Engineer specializing in AI and Machine Learning

Stuttgart, Deutschland
Weltweit
Doctor of Philosophy
Stuttgart, Deutschland
Weltweit
Doctor of Philosophy

Profilanlagen

ayseBagbCV.pdf

Skills

C (Programmiersprache)JavaKünstliche IntelligenzData AnalysisMedizinische BildgebungMedizinische InformatikC++ComputerprogrammierungDatenbankenDatenmanagementDistributed ComputingPerformance ManagementInteroperabilitätPythonMachine LearningNoSQLOpenmpVisualisierungTensorFlowSoftwareentwicklungSQLStatistikenWorkflowsDatenverarbeitungPyTorchModell-ValidierungpandasWeb TechnologiesDaten-PipelineProgramming Languages
Machine Learning and AI
Extensive experience in machine learning, large-scale data processing, and optimizing AI workflows.

High-Performance Computing
Expertise in performance analysis and optimization for large-scale scientific applications running on high-performance computing systems.

Programming and Software Development
Proficiency in multiple programming languages including Python, C, C++, Java, and experience with various machine learning and data analysis tools.

Data Analysis and Visualization
Proficiency in statistical techniques for model validation, performance assessment, and dataset evaluation using tools like PyTorch, Tensorflow, and Pandas.

Database and Web Technologies
Knowledge of SQL and NoSQL based database systems, and tools for structured data management and interoperability.

Distributed Systems
Experience with HPC workflows, data pipelines in distributed systems, and parallel programming using MPI and OpenMP.

Medical Informatics
Experience in developing intelligent methods for computer-aided diagnosis systems and medical image processing.
 

Erfahrung

Berufserfahrung5 - 10 Jahre
Freelancer seit2024

Sprachen

DeutschGrundkenntnisseEnglischverhandlungssicherTürkischMuttersprache

Projekthistorie

Performance Engineer

High Performance Computing Center of Stuttgart (HLRS)
Work on performance analysis and optimization for large-scale scientific applications running on high-performance computing systems. Collaborate with project partners and application owners to optimize their application codes and workflows.

PhD Researcher

High Performance Computing Center of Stuttgart (HLRS)
Contributed to the European Union funded project 'EXPERTISE', focusing on I/O optimization in high performance computing. Developed a framework for training and evaluating machine learning models to build predictive performance models.

Research and Teaching Assistant

Ankara Yildirim Beyazit University
Worked on computer-aided diagnosis systems, developing intelligent methods to assist clinicians in making accurate decisions through machine learning and high-resolution medical image processing.

Software Engineer

ICTerra - formerly Siemens Enterprise Communications
Worked on development of new features and maintenance of existing Siemens products. Collaborated with developers and testers in different countries to design new tools and processes for commercial software.

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