Machine Learning & Machine Vision
(Internet und Informationstechnologie, < 10 Mitarbeiter)
Schlagwörter
Skills
10+ years experience in software development:
Key skills
Programming languages
- Machine Vision and Machine Learning (5 years)
- Robotics and Control Engineering (1.5 years)
- PLC Programming (4.0 year)
- Machine Vision & Computer Vision
- Machine Learning
- Data Engineering
Key skills
Programming languages
- Python
- C++ / C#
- OpenCV, Scikit-image
- NumPy, SciPy
- PyTorch
- Keras
- TensorFlow
- Scikit-learn
- PyCharm / Spyder
- Linux embedded
- MS Visual Studio
- Git
Projekthistorie
11/2023
-
12/2023
- Enhancing a machine learning pipeline for object detection and tracking in video streams.
- Implemented a head pose estimation model to estimate the direction of gaze of individuals in videos.
- Refactored code for optimizing advanced neural networks, improving video quality, pan, scan, and zoom features.
Keywords: Python, Docker, AWS, Bitbucket, OpenCV, PyTorch
10/2022
-
10/2023
Machine Vision
(Industrie und Maschinenbau, 1000-5000 Mitarbeiter)
- Developed filtering and 3D reconstruction algorithms for metrology data of wafer surfaces and semiconductor components.
- Automated segmentation and critical dimension calculation for semiconductor structures, enhancing repeatability and processing speed.
- Innovated a new stitching algorithm tailored for intricated nano-topography structures.
05/2022
-
10/2023
Machine Learning & Data Engineering
(Energie, Wasser und Umwelt, 10-50 Mitarbeiter)
- Prepared and assessed big data from the HMI software to identify opportunities for process optimization.
- Utilized Machine Learning algorithms to analyze energy optimization in building automation and control. This analysis highlighted a potential savings of 70k€ per year in energy costs.
- PLC control programming for heating and cooling centers, ventilation systems, and single room controls in Siemens STEP7.
04/2021
-
04/2022
Machine Learning & Machine Vision
(10-50 Mitarbeiter)
- Developed algorithms for driver assistance systems, focusing on enhancing vehicle safety and automation.
- Implemented machine learning models for 2D and 3D body pose detection in vehicle interiors using synthetically generated training data.
- Engineered an object detection system for classifying individuals within vehicles and contributed to research reports and presentations for international partners.
09/2020
-
05/2021
Machine Vision & Robotics
(50-250 Mitarbeiter)
- Developed a 3D pose estimation algorithm to facilitate collaboration between humans and robots in shared workspaces.
- Conducted camera calibration and signal processing for an depth camera system.
- Implemented dynamic speed adaption for an industrial robot in real-time utilizing embedded systems for efficient operation.
Keywords: C++, Python, Git, ROS, Robot UR5, Camera Intel D435, Trajectory Planning, OpenCV, Embedded Systems
09/2019
-
03/2020
Robotics & Control Engineering
(10-50 Mitarbeiter)
- Designed and implemented three control concepts using MATLAB Simulink for industrial robot applications.
- Conducted mathematical modeling of an industrial robot, enhancing understanding and predictability of its operations.
- Developed digital filters for signal processing and created a user-friendly interface for robot operation and control in C++.
02/2018
-
07/2019
Machine Learning & Machine Vision
(Internet und Informationstechnologie, 10-50 Mitarbeiter)
- Engineered a measurement system using an industrial camera for waffle dimension analysis on a conveyor belt, achieving ±0.1 mm precision.
- Developed a Pytorch object detector for sizing screws, nuts, and washers from laser-captured grayscale images, focusing on dimension accuracy.
- Implemented a Deep CNN algorithm for early dental cavity detection in X-rays, integrating advanced segmentation on a high-speed Linux platform.
- Created a simple anomaly detection system for identifying defects in 3D structures, enhancing quality control.
04/2009
-
10/2015
Electric Engineering
(10-50 Mitarbeiter)
- Leadership in the management and implementation of electrical building installations.
- Involved in the analysis and development of PLC software, along with planning and executing smart home solutions utilizing KNX technology.
- Acted as the team leader for various construction projects, serving as the main contact for project management and overseeing a team of six employees.
Reisebereitschaft
Nur Remote verfügbar
