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@randomace55memories
Erfahrener Softwareentwickler mit Fokus auf maschinelles Lernen und KI.
Ich bin ein erfahrener Softwareentwickler mit über 8 Jahren Berufserfahrung in den Bereichen maschinelles Lernen, KI-Plattformen und moderne Softwareentwicklung. Meine berufliche Laufbahn führte mich durch verschiedene Städte wie Pune, Tokyo, Chemnitz und Bonn, wo ich bedeutende Beiträge zu innovativen Softwarelösungen geleistet habe. Ich suche nach herausfordernden Aufgaben, die meine Fähigkeiten in der Softwareentwicklung und Problemlösung auf die Probe stellen.
In meiner letzten Position bei Geutebrück GmbH habe ich ein KI-Objekterkennungssystem entwickelt und erfolgreich in bestehende Überwachungssysteme integriert. Ich habe umfangreiche Erfahrungen in der Entwicklung von Algorithmen für die 3D-Rekonstruktion und der Arbeit mit großen Zeitreihen-Datensätzen aus der Photogrammetrie und Robotik. Mein technisches Know-how umfasst moderne Modelle wie YOLOv5 und Mask R-CNN sowie die Anwendung von CI/CD-Prinzipien für ML-Modelle.
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Work history, roles, and key accomplishments
Geutebrück GmbH
Apr 2021 - Mar 2024 (2 years 11 months)
Integrated and evaluated an AI object recognition system, 'Perimeter Plus', into an existing outdoor surveillance and alarm system. Developed algorithms for multi-view geometry 3D reconstruction and implemented object search using video databases for tracking lost items. Utilized data engineering techniques for preprocessing large image and video datasets, including annotation and automated pipeli
Technische Universität Chemnitz
Jun 2019 - Feb 2021 (1 year 8 months)
Integrated GNSS and IMU with various machine-vision cameras into a sensor data fusion framework. Implemented and evaluated machine learning models from dlib for face recognition, visualizing results with OpenGL and Qt-based GUI. Developed stereoscopic 3D bundle adjustment for creating 3D maps of environments for mobile robots.
Fidelity National Information Services
Mar 2015 - Aug 2017 (2 years 5 months)
Developed backend for a high-frequency, low-latency trading system in C++11/14 on Linux. Established direct connectivity to exchanges and liquidity providers via FIX/FAST protocols and proprietary interfaces. Designed and implemented the comprehensive test strategy and test suite for the trading system and its multithreaded data structures.
Emerson Innovation Center
Jun 2014 - Mar 2015 (9 months)
Developed a 3D modeling software named 'Roxar' for planning underwater oil wells. Visualized complex, interconnected components using OpenGL and Qt. Implemented automated software tests with Google Test to ensure product quality and reliability.
Fidelity National Information Services
Dec 2012 - Feb 2014 (1 year 2 months)
Developed real-time handling of market data for various Southeast Asian exchanges using C++11 on Linux servers and exchange APIs. Created high-performance ETL pipelines in C++ to structure large volumes of trading data. Developed and implemented latency-optimized smart-order-routing algorithms for dynamic order distribution across multiple trading venues.
Persistent Systems
Apr 2011 - Dec 2012 (1 year 8 months)
Developed software for an IT infrastructure monitoring system designed for large server farms using C++ and Java. Simplified data operations in a distributed environment by leveraging OpenMP for parallel processing. Contributed to enhancing system efficiency and scalability.
Geutebrück GmbH
Apr 2021 - Present (4 years 7 months)
Integrated and evaluated an AI object recognition system "Perimeter Plus" into an existing outdoor surveillance and alarm system. Developed algorithms for multi-view geometry 3D reconstruction and implemented object search using image and video data for tracking lost items. Utilized data engineering techniques for image/video preprocessing and applied CI/CD and MLOps principles for ML models.
Technische Universität Chemnitz
Jun 2019 - Present (6 years 5 months)
Integrated GNSS, IMU, and machine-vision cameras into a sensor data fusion framework. Implemented and evaluated dlib machine learning models for facial recognition, visualized with OpenGL and Qt GUI. Developed stereoscopic 3D-Bundle Adjustment for mobile robot environment mapping and solved nonlinear optimization problems for sensor calibration.
Fidelity National Information Services
Mar 2015 - Present (10 years 8 months)
Developed high-frequency, low-latency trading system backends using C++11/14 on Linux. Established direct connections to exchanges and liquidity providers via FIX/FAST and proprietary protocols. Designed and implemented the test strategy and test suite for the trading system and its multithreaded data structures.
Emerson Innovation Center
Jun 2014 - Present (11 years 5 months)
Developed "Roxar," a 3D modeling software for planning underwater oil wells. Visualized complex, interconnected components using OpenGL and Qt. Implemented automated software tests with Google Test.
Fidelity National Information Services
Dec 2012 - Present (12 years 11 months)
Developed real-time stock market data processing for various Southeast Asian exchanges using C++11 and Linux servers. Created high-performance ETL pipelines in C++ to structure large volumes of trading data. Designed and implemented latency-optimized Smart-Order-Routing algorithms for dynamic order distribution across multiple trading venues.
Persistent Systems
Apr 2011 - Present (14 years 7 months)
Developed software for an IT infrastructure monitoring system for large server farms using C++ and Java. Streamlined data operations in a distributed environment with OpenMP.
Degrees, certifications, and relevant coursework
Masters in Science, Automotive Software
Activities and societies: Relevant Lehrveranstaltungen: Multicore-Programmierung, Maschinelles Lernen, Bildverstehen, Echtzeitsysteme, Soft- ware Service Engineering, Parallele Programmierung.
Completed 90/120 ECTS in Automotive Software. Relevant coursework included Multicore Programming, Machine Learning, Image Understanding, Real-time Systems, Software Service Engineering, and Parallel Programming.
Bachelors in Engineering, Computer Engineering
Activities and societies: Bachelor Arbeit: Entwicklung eines GIS-Systems für Bewässerungssysteme Relevante Lehrveranstaltungen: Datastructures and Algorithms, Computer Networks, Computer Architechture, Databases, Theory of Computation, Software Engineering
Completed a Bachelor's degree in Computer Engineering. The bachelor thesis involved the development of a GIS system for irrigation systems.
Master of Science, Automotive Software
Completed 90/120 ECTS towards a Master's degree in Automotive Software. Relevant coursework included Multicore Programming, Machine Learning, Image Understanding, Real-time Systems, Software Service Engineering, and Parallel Programming.
Bachelor of Engineering, Computer Engineering
Completed a Bachelor's thesis on the development of a GIS system for irrigation systems. Relevant coursework included Data Structures and Algorithms, Computer Networks, Computer Architecture, Databases, Theory of Computation, and Software Engineering.
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