Experienced professional with 11 years of software development and computer vision expertise
Aktualisiert am 24.07.2024
Profil
Freiberufler / Selbstständiger
Remote-Arbeit
Verfügbar ab: 24.07.2024
Verfügbar zu: 100%
davon vor Ort: 20%
python
Bildverarbeitung
Pytorch
Deep Learning
TensorFlow
Azure
AWS
MLOps
MLFlow
Databricks
C++
Serbian
native
English
fluent
German
fluent

Einsatzorte

Einsatzorte

Bonn (+50km)
Deutschland
möglich

Projekte

Projekte

9 Monate
2024-01 - heute

Development of a robust training pipeline

Freelance Computer Vision Engineer
Freelance Computer Vision Engineer
  • Developed a robust training pipeline utilizing Databricks for object detection and semantic segmentation tasks, specifically tailored for Time-of-Flight (ToF) camera images, to recognize obstacles.
  • Integrated the inference process into a C++ project designed for cleaning robots, optimized for the arm64 processor architecture, to facilitate obstacle recognition and avoidance functionalities.
on request
2 Jahre 8 Monate
2022-02 - heute

Developed and deployed advanced deep learning models

Freelance Computer Vision Engineer
Freelance Computer Vision Engineer
Developed and deployed advanced deep learning models for:
  • Face detection and anti-face spoofing using thermal and RGB images
  • Trained semantic segmentation models for precise background removal in human portraits
  • Engineered object detection models to identify damages in passports
  • Utilized frameworks such as TensorFlow, PyTorch, and OpenCV
  • Deployed models via Docker containers and provided:gRPC and REST APIs, C++ libraries
  • Managed MLOps pipelines using:MLFlow, LakeFs, Flyte
  • Leveraged Azure cloud technologies for efficient model training
  • Collaborated with cross-functional teams to integrate computer vision capabilities into various projects, leading to improved product features
on request
3 Jahre 3 Monate
2018-12 - 2022-02

Machine Learning Engineering

Machine Learning Engineer for RPA
Machine Learning Engineer for RPA
  • Robotic Process Automation for business, freelance
  • Python and TensorFlow for training object detection deep learning models
  • C++ and C# for developing Robotic Process Automation (RPA) solutions
  • Deployment on-premises and in Azure Cloud
freelancer, Bonn
1 Jahr 2 Monate
2017-10 - 2018-11

Computer Vision

Machine Learning Engineer
Machine Learning Engineer
  • Autonomous driving
  • Training deep learning models for object detection task to recognizing humans, cars, trees etc in RGB images
  • Used python, tensorflow
  • Implementing ground plane detection and road lane detection using the ZED stereo camera using classical computer vision approaches in C++, opencv.
Motec GmbH, Koblenz, Germany
3 Jahre 4 Monate
2014-01 - 2017-04

Software development

Software developer
Software developer
  • Face recognition, iOS App, XCode, Objective C, opencv
  • User can register new account and save it's profile image
  • In order to login, app has to recognize user face
  • Gesture recognition, Jetson, Asus Xtion Pro Camera, c++, opencv, openni, Nite
  • User can give input commands to the app using hand gestures which are recorded by RGBD Camera and recognized by opencv library
  • Ford Sync iOS App
  • Controlling Ford Sync with iOS App, XCode, Objective C
  • Bluetooth low energy Simulator
  • Peripheral und Central Simulator for BLE Devices
  • IOS App, XCode, Objective C
  • Mac OS X Driver for Bosch eBike Device
  • C und C++
  • Implementation of HMI for BHTC Multi-Touch Demonstrator, Visual Studio 2013, C#, Windows Forms und WPF (Handwriting recognition, manipulation of images, finger gesture recognition)
  • Implementation of HMI for BHTC Demonstrator for controlling air conditioner in a Car, c++, Qt, QML
  • EVOBUS Projekt for Mercedes-Benz - Daimler AG, implementation of HMI for autonomous driving bus
  • WPF, c#, MVVM, Visual Studio 2015
  • Implementation of multi language System Xentry Tabs for Mercedes-Benz - Daimler AG, WPF, C#, MVVM, Visual Studio 2015
  • Diagnosis System for Mercedes-Benz - Daimler AG
  • WPF, C#, MVVM, Visual Studio 2015
  • Implementation of HMI Multimedia-Demonstrator for Neighborhood Electric Vehicles from GIGATRONIK: C++, Qt, QML, SCRUM
Gigatronik holding GmbH
1 Jahr 6 Monate
2012-05 - 2013-10

Scientific research

Scientific researcher
Scientific researcher
  • Learning Hierarchical Invariant Features for Action Recognition in videos?, C++ and Python
  • Acceleration of Algorithms, CUDA C++ extension
University of Bonn
1 Jahr 2 Monate
2011-03 - 2012-04

Nifti'' project ? rescue robot

Software developer
Software developer
  • Object class segmentation using random forests and rgbd slam
  • Building semantic maps
  • Random forests are used for object class segmentation
  • Nifti'' project ? rescue robot
Fraunhofer-Institute for Intelligent Analyses
3 Monate
2008-01 - 2008-03

Software development

Software developer Visual Studio 2008 Windows Form Applications C# ...
Software developer
Visual Studio 2008 Windows Form Applications C# SQL server 2005 LINQ to SQL
Ipsylon

Aus- und Weiterbildung

Aus- und Weiterbildung

3 Jahre 1 Monat
2009-05 - 2012-05

Study - Computer Science

Master of Science, Rheinische Friedrich-Wilhelms University, Bonn
Master of Science
Rheinische Friedrich-Wilhelms University, Bonn
4 Jahre 8 Monate
2004-10 - 2009-05

Study - Computer Science

Master of Science, Institute For Mathematics and Computer Science, Novi Sad (Serbia)
Master of Science
Institute For Mathematics and Computer Science, Novi Sad (Serbia)

Position

Position

Machine Learning Engineer - Computer Vision

Kompetenzen

Kompetenzen

Top-Skills

python Bildverarbeitung Pytorch Deep Learning TensorFlow Azure AWS MLOps MLFlow Databricks C++

Produkte / Standards / Erfahrungen / Methoden

AWS
Databricks
Azure Cloud
Flyte
Docker
LakeFs
DVC
MLFlow
WPF
Qt
PyTorch
TensorFlow
OpenCV
C#
Python
C++
Profile
Experienced professional with 11 years of software development and machine learning expertise. Skilled in C++, Python, and C#, with proficiency in frameworks such as OpenCV, TensorFlow, PyTorch, Qt and WPF. Experienced in MLOps tools including MLFlow, DVC and LakeFs. Proficient in Docker and Azure Cloud for deployment. Committed to innovation, problem-solving, and delivering high-quality results. Ready to contribute to project success with strong technical skills and deep understanding of software development and machine learning.

Betriebssysteme

Windows
OS X
Linux

Einsatzorte

Einsatzorte

Bonn (+50km)
Deutschland
möglich

Projekte

Projekte

9 Monate
2024-01 - heute

Development of a robust training pipeline

Freelance Computer Vision Engineer
Freelance Computer Vision Engineer
  • Developed a robust training pipeline utilizing Databricks for object detection and semantic segmentation tasks, specifically tailored for Time-of-Flight (ToF) camera images, to recognize obstacles.
  • Integrated the inference process into a C++ project designed for cleaning robots, optimized for the arm64 processor architecture, to facilitate obstacle recognition and avoidance functionalities.
on request
2 Jahre 8 Monate
2022-02 - heute

Developed and deployed advanced deep learning models

Freelance Computer Vision Engineer
Freelance Computer Vision Engineer
Developed and deployed advanced deep learning models for:
  • Face detection and anti-face spoofing using thermal and RGB images
  • Trained semantic segmentation models for precise background removal in human portraits
  • Engineered object detection models to identify damages in passports
  • Utilized frameworks such as TensorFlow, PyTorch, and OpenCV
  • Deployed models via Docker containers and provided:gRPC and REST APIs, C++ libraries
  • Managed MLOps pipelines using:MLFlow, LakeFs, Flyte
  • Leveraged Azure cloud technologies for efficient model training
  • Collaborated with cross-functional teams to integrate computer vision capabilities into various projects, leading to improved product features
on request
3 Jahre 3 Monate
2018-12 - 2022-02

Machine Learning Engineering

Machine Learning Engineer for RPA
Machine Learning Engineer for RPA
  • Robotic Process Automation for business, freelance
  • Python and TensorFlow for training object detection deep learning models
  • C++ and C# for developing Robotic Process Automation (RPA) solutions
  • Deployment on-premises and in Azure Cloud
freelancer, Bonn
1 Jahr 2 Monate
2017-10 - 2018-11

Computer Vision

Machine Learning Engineer
Machine Learning Engineer
  • Autonomous driving
  • Training deep learning models for object detection task to recognizing humans, cars, trees etc in RGB images
  • Used python, tensorflow
  • Implementing ground plane detection and road lane detection using the ZED stereo camera using classical computer vision approaches in C++, opencv.
Motec GmbH, Koblenz, Germany
3 Jahre 4 Monate
2014-01 - 2017-04

Software development

Software developer
Software developer
  • Face recognition, iOS App, XCode, Objective C, opencv
  • User can register new account and save it's profile image
  • In order to login, app has to recognize user face
  • Gesture recognition, Jetson, Asus Xtion Pro Camera, c++, opencv, openni, Nite
  • User can give input commands to the app using hand gestures which are recorded by RGBD Camera and recognized by opencv library
  • Ford Sync iOS App
  • Controlling Ford Sync with iOS App, XCode, Objective C
  • Bluetooth low energy Simulator
  • Peripheral und Central Simulator for BLE Devices
  • IOS App, XCode, Objective C
  • Mac OS X Driver for Bosch eBike Device
  • C und C++
  • Implementation of HMI for BHTC Multi-Touch Demonstrator, Visual Studio 2013, C#, Windows Forms und WPF (Handwriting recognition, manipulation of images, finger gesture recognition)
  • Implementation of HMI for BHTC Demonstrator for controlling air conditioner in a Car, c++, Qt, QML
  • EVOBUS Projekt for Mercedes-Benz - Daimler AG, implementation of HMI for autonomous driving bus
  • WPF, c#, MVVM, Visual Studio 2015
  • Implementation of multi language System Xentry Tabs for Mercedes-Benz - Daimler AG, WPF, C#, MVVM, Visual Studio 2015
  • Diagnosis System for Mercedes-Benz - Daimler AG
  • WPF, C#, MVVM, Visual Studio 2015
  • Implementation of HMI Multimedia-Demonstrator for Neighborhood Electric Vehicles from GIGATRONIK: C++, Qt, QML, SCRUM
Gigatronik holding GmbH
1 Jahr 6 Monate
2012-05 - 2013-10

Scientific research

Scientific researcher
Scientific researcher
  • Learning Hierarchical Invariant Features for Action Recognition in videos?, C++ and Python
  • Acceleration of Algorithms, CUDA C++ extension
University of Bonn
1 Jahr 2 Monate
2011-03 - 2012-04

Nifti'' project ? rescue robot

Software developer
Software developer
  • Object class segmentation using random forests and rgbd slam
  • Building semantic maps
  • Random forests are used for object class segmentation
  • Nifti'' project ? rescue robot
Fraunhofer-Institute for Intelligent Analyses
3 Monate
2008-01 - 2008-03

Software development

Software developer Visual Studio 2008 Windows Form Applications C# ...
Software developer
Visual Studio 2008 Windows Form Applications C# SQL server 2005 LINQ to SQL
Ipsylon

Aus- und Weiterbildung

Aus- und Weiterbildung

3 Jahre 1 Monat
2009-05 - 2012-05

Study - Computer Science

Master of Science, Rheinische Friedrich-Wilhelms University, Bonn
Master of Science
Rheinische Friedrich-Wilhelms University, Bonn
4 Jahre 8 Monate
2004-10 - 2009-05

Study - Computer Science

Master of Science, Institute For Mathematics and Computer Science, Novi Sad (Serbia)
Master of Science
Institute For Mathematics and Computer Science, Novi Sad (Serbia)

Position

Position

Machine Learning Engineer - Computer Vision

Kompetenzen

Kompetenzen

Top-Skills

python Bildverarbeitung Pytorch Deep Learning TensorFlow Azure AWS MLOps MLFlow Databricks C++

Produkte / Standards / Erfahrungen / Methoden

AWS
Databricks
Azure Cloud
Flyte
Docker
LakeFs
DVC
MLFlow
WPF
Qt
PyTorch
TensorFlow
OpenCV
C#
Python
C++
Profile
Experienced professional with 11 years of software development and machine learning expertise. Skilled in C++, Python, and C#, with proficiency in frameworks such as OpenCV, TensorFlow, PyTorch, Qt and WPF. Experienced in MLOps tools including MLFlow, DVC and LakeFs. Proficient in Docker and Azure Cloud for deployment. Committed to innovation, problem-solving, and delivering high-quality results. Ready to contribute to project success with strong technical skills and deep understanding of software development and machine learning.

Betriebssysteme

Windows
OS X
Linux

Vertrauen Sie auf Randstad

Im Bereich Freelancing
Im Bereich Arbeitnehmerüberlassung / Personalvermittlung

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Rufen Sie uns an +49 89 500316-300 oder schreiben Sie uns:

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