Data Science Developer & Automation-Robotics Engineer
Aktualisiert am 13.01.2024
Profil
Mitarbeiter eines Dienstleisters
Remote-Arbeit
Verfügbar ab: 07.01.2024
Verfügbar zu: 100%
davon vor Ort: 20%
Skill-Profil eines fest angestellten Mitarbeiters des Dienstleisters
Englisch
fließend
Griechisch
Muttersprache
Niederländisch
Grundkenntnisse

Einsatzorte

Einsatzorte

Berlin (+500km) München (+500km)
Deutschland
Ich möchte schwerpunktmäßig remote arbeiten und werde Präsenzarbeitszeiten durch Reise erfüllen.
möglich

Projekte

Projekte

1 Jahr 3 Monate
2022-12 - heute

AI Platform Solution Engineering: Zero Contamination on Medical Implants

REST API Data acquisition Python ...
Software Solution for Data Driven Quality Assurance
  • Zero contamination on sterile medical materials
  • In our study, that was carried through together with the client, on 100 dental implants (80 producers), we found 30% of the products contaminated with particles, hazardous to human health and not compliant with requirements in clean production.
  • To solve the problem of secure detection of contamination after production, we have created a solution for manufacturers, which facilitates a standardized examination method based on electron microscopy. We provide a ServiceInfrastructure and user interface for image labelling, -analysis and -reporting that automates recognition of contaminations on medical materials.
  • The project included project planning & - management, data akqusition and creating a verified data catalogue of dental implant contaminants.
REST API Data acquisition Python Data Lake Image Annotation Data Management Linux Azure DevOps Server DevOps Software as a Service Azure DevOps AI Strategy JavaScript Project Management Authentication Windows Tenant Databases H2O Data Modeling KPI Marketing Project Planning Manufacturing Data Analysis User Interface ReactJS Frontend Quality Assurance IT Project Management Medical and Pharmaceutical (industry) Object Recognition Software Development Azure Operating Systems Image Processing API Engineering Service Design Requirements Specification Requirements Analysis Requirements Document Service Monitoring User Experience Quality Audit Requirements Engineering Docker Solution Architecture Service-oriented architectures Project Documentation Data Science
Medical Laboratory / Medical Material Research Institute (MMRI)
2 Monate
2022-10 - 2022-11

Language machine learning - Fake news detection

Machine Learning
  • Machine learning model for identifying unreliable news articles from a labeled dataset
  • Preprocessing steps include text cleaning, tokenization, lemmatization, stopwords removal and vectorization with TF-IDF
  • Classification with numerous Machine Learning algorithms and evaluation
Machine Learning
2 Monate
2022-08 - 2022-09

Multi-agent system for autonomous agents

  • Creation of a multi-agent system for autonomous agents, that interact in a shared environment to attain personal interests and/or to complete common goals
  • Solving Distributed Constraint Optimization Problems (DCOP) in a framework that models the agents autonomous behaviour
  • Coordination and communication according to the problems structure
2 Monate
2022-06 - 2022-07

Generative Adversarial Network - Text-to-lmage Synthesis

  • Build and train Text-to-lmage DCGAN framework trained on the Oxford Flowers-102 dataset
  • Char CNN-RNN network is trained on visual and textual information and outputs an embedding vector that captures the underlying relationship of text blocks
  • DCGAN model for generating realistic images based on text
  • Results evaluated with Frechet Inception distance
2 Monate
2022-04 - 2022-05

Speaker identification with Deep Learning

LPC Neural Networks
  • Identification of 1,251 celebrities, extracted from videos uploaded to YouTube
  • Data exploration and cropping of each voice clip
  • Extraction of MFCC, Delta MFCC, ZCR and LPC features
  • Creation of a Neural Network and a Gaussian mixture model
  • Performing data inference, evaluation and visualization
LPC Neural Networks
5 Monate
2021-10 - 2022-02

Generation of synthetic 3D surface representations with Deep Convolutional Generative Adversarial Networks

Contentful
  • Creation of A DCGAN framework that produces realistic 3D surface Datasets on the nanoscale
  • The framework serves to create realistic data sets, which represent the nanoscale environments and the atomic roughness on that scale
  • A combination of novel similarity contents are incorporated in the training procedure such as Height Histogram, Fast
  • Fourier Transform and data discretization with N-gram graphs
Contentful
3 Jahre
2017-11 - 2020-10

Application Engineering

Application Engineer Sensors Requirements Analysis Robotics ...
Application Engineer
  • Designed and developed robotic systems that increased the production and precision level in industrial applications
  • Developed and deployed software for pick and place Delta robots with Keba KeMotion robotics software and Codesys
  • Investigated and conducted 2D and 3D machine vision for object detection with Cognex, Omron, Keyence and LMI image sensors
  • Performed signal processing, motion planning, trajectory optimization, robot dynamics and requirements engineering analysis throughout the development stages
  • Executed integration testing, evaluation, quality control and commissioning
Sensors Requirements Analysis Robotics Requirements Engineering Integration Testing Quality Management Object Recognition
ABI B.V.
1 Jahr 9 Monate
2016-01 - 2017-09

Software Engineering

Junior Software Engineer Sensors TIA Portal Robotics ...
Junior Software Engineer
  • Designed and developed an industrial robotic system as the main software engineer for a crucial business change project
  • Developed and deployed software for PLC, SCARA robots and HMI with Siemens TIA portal, Simotion Scout, WinCC and Epson RC+
  • Played a key role in formulating the rotation and translation mathematical algorithms used for object manipulation
  • Researched and accomplished machine vision with Cognex image sensor
  • Set up communication protocols among hardware components, performed signal processing, motion control and product tracking
  • Applied integration testing, evaluation and commissioning
Sensors TIA Portal Robotics Software Engineering Human Machine Interface Integration Testing WinCC
Buhrs B.V.

Aus- und Weiterbildung

Aus- und Weiterbildung

2 Jahre 5 Monate
2020-10 - 2023-02

MSc - Artificial Intelligence

Master of Science, University of Piraeus, Athens (Greece)
Master of Science
University of Piraeus, Athens (Greece)

Curriculum

  1. Design, develop and implement systems and methods
  2. Search, plan and optimize methods
  3. Design solutions to specific problems, in various fields of human activity
  4. Automate the decision-making process in a data driven way, knowledge representation and reasoning
  5. Develop and integrate intelligent agents

Fokus points

  1. Machine learning
  2. Intelligent Agents and Multiagent Systems
  3. Artificial Intelligence Ethics and Regulatory Frameworks
  4. Algorithmic methods in Artificial Intelligence
  5. Knowledge Representation and Reasoning
  6. Deep Learning Applications
  7. Robotics
  8. Natural Language Processing
  9. Machine Learning on Multimedia Data
  10. Scaling Artificial Intelligence Methods
9 Jahre 3 Monate
2006-03 - 2015-05

BSc - Automation Engineering

Bachelor of Science, Alexander Technological Educational Institute of Thessaloniki (Greece)
Bachelor of Science
Alexander Technological Educational Institute of Thessaloniki (Greece)

Curriculum

  1. Wide expertise in electronics, mechatronics and computers
  2. Engineering & implementing the theory of automatic control systems 
  3. Create applications in industrial production, technological systems and processes.


Fokus Points

  • Controllers & Control systems, Microcontrollers
  • Robotics & virtual reality
  • Intelligent control
  • Elements of manufacturing systems & CNC machine tools
  • Motion control
  • Industrial safety, hygiene and environmental protection
  • Digital control systems
  • Process control, Optimal control
  • Digital signal processing
  • Analog & digital electronics
  • Applied mechanics, Hydraulic and pneumatic control systems, Electric motors
  • Microcomputers
  • Power electronics
  • Electrical circuits
  • Computer programming, Computer networks
  • CAD ? CAM ? CAE
  • Telecommunications
  • Physical and chemical processes
  • C ? C++ ? C# ? Programmable Logic


Position

Position

  • Data Science Developer
  • Automation-Robotics Engineer

Kompetenzen

Kompetenzen

Produkte / Standards / Erfahrungen / Methoden

Device Integration
Imagery research
Pick-up system
Codesys
KPI
Quality Assurance
Data acquisition
Natural Language Understanding
Project Documentation
Robotic Process Automation
Automation Engineering
Computer Vision
GitHub
Human Machine Interface
Integration Testing
Robotics
Sensors
Digital Signal Processing
Manufacturing (industry)
Tableau
Flask
SciPy
Text-To-lmage
PyTorch
Python
Neural Networks
Machine Learning
Azure
Cl/CD
NumPy
FastAPI
Backend
Pandas
Statistical Model
Big Data
SQL
Scrum
TIA Portal
WinCC
Data Analysis
Artificial Intelligence
Docker
DevOps
OpenCV
Data Engineering
Git
Natural Language Processing
Data Science
Data Modeling
AWS
Contentful
Data Management
Requirements Specification
Image Annotation
API Engineering
Software Development
Medical and Pharmaceutical (industry)
Operating Systems
Marketing
User Experience
Project Management
Science (industry)
Media (industry)
Requirements Engineering
ReactJS
Azure DevOps
Windows
Al Strategy
JavaScript
Frontend
Service Design
Requirements Document
Software as a Service
IT Project Management
Authentication
Image Processing
Quality Audit
Tenant Databases
Service Monitoring
Service-oriented architectures
REST API
Linux
Project Planning
Software Engineering
Object Recognition
Requirements Analysis
Quality Management
Manufacturing
User Interface
Solution Architecture
H2O
Data Lake
LPC
Azure DevOps Server

Branchen

Branchen

Robotics

Packaging industry

Horticultural industry

Graphical and printing industry

Semi-conductor industry

Production automation

Multi-axis handling automation

Entrance technology

Food industry

Medical Technology

Vehicle technology

Einsatzorte

Einsatzorte

Berlin (+500km) München (+500km)
Deutschland
Ich möchte schwerpunktmäßig remote arbeiten und werde Präsenzarbeitszeiten durch Reise erfüllen.
möglich

Projekte

Projekte

1 Jahr 3 Monate
2022-12 - heute

AI Platform Solution Engineering: Zero Contamination on Medical Implants

REST API Data acquisition Python ...
Software Solution for Data Driven Quality Assurance
  • Zero contamination on sterile medical materials
  • In our study, that was carried through together with the client, on 100 dental implants (80 producers), we found 30% of the products contaminated with particles, hazardous to human health and not compliant with requirements in clean production.
  • To solve the problem of secure detection of contamination after production, we have created a solution for manufacturers, which facilitates a standardized examination method based on electron microscopy. We provide a ServiceInfrastructure and user interface for image labelling, -analysis and -reporting that automates recognition of contaminations on medical materials.
  • The project included project planning & - management, data akqusition and creating a verified data catalogue of dental implant contaminants.
REST API Data acquisition Python Data Lake Image Annotation Data Management Linux Azure DevOps Server DevOps Software as a Service Azure DevOps AI Strategy JavaScript Project Management Authentication Windows Tenant Databases H2O Data Modeling KPI Marketing Project Planning Manufacturing Data Analysis User Interface ReactJS Frontend Quality Assurance IT Project Management Medical and Pharmaceutical (industry) Object Recognition Software Development Azure Operating Systems Image Processing API Engineering Service Design Requirements Specification Requirements Analysis Requirements Document Service Monitoring User Experience Quality Audit Requirements Engineering Docker Solution Architecture Service-oriented architectures Project Documentation Data Science
Medical Laboratory / Medical Material Research Institute (MMRI)
2 Monate
2022-10 - 2022-11

Language machine learning - Fake news detection

Machine Learning
  • Machine learning model for identifying unreliable news articles from a labeled dataset
  • Preprocessing steps include text cleaning, tokenization, lemmatization, stopwords removal and vectorization with TF-IDF
  • Classification with numerous Machine Learning algorithms and evaluation
Machine Learning
2 Monate
2022-08 - 2022-09

Multi-agent system for autonomous agents

  • Creation of a multi-agent system for autonomous agents, that interact in a shared environment to attain personal interests and/or to complete common goals
  • Solving Distributed Constraint Optimization Problems (DCOP) in a framework that models the agents autonomous behaviour
  • Coordination and communication according to the problems structure
2 Monate
2022-06 - 2022-07

Generative Adversarial Network - Text-to-lmage Synthesis

  • Build and train Text-to-lmage DCGAN framework trained on the Oxford Flowers-102 dataset
  • Char CNN-RNN network is trained on visual and textual information and outputs an embedding vector that captures the underlying relationship of text blocks
  • DCGAN model for generating realistic images based on text
  • Results evaluated with Frechet Inception distance
2 Monate
2022-04 - 2022-05

Speaker identification with Deep Learning

LPC Neural Networks
  • Identification of 1,251 celebrities, extracted from videos uploaded to YouTube
  • Data exploration and cropping of each voice clip
  • Extraction of MFCC, Delta MFCC, ZCR and LPC features
  • Creation of a Neural Network and a Gaussian mixture model
  • Performing data inference, evaluation and visualization
LPC Neural Networks
5 Monate
2021-10 - 2022-02

Generation of synthetic 3D surface representations with Deep Convolutional Generative Adversarial Networks

Contentful
  • Creation of A DCGAN framework that produces realistic 3D surface Datasets on the nanoscale
  • The framework serves to create realistic data sets, which represent the nanoscale environments and the atomic roughness on that scale
  • A combination of novel similarity contents are incorporated in the training procedure such as Height Histogram, Fast
  • Fourier Transform and data discretization with N-gram graphs
Contentful
3 Jahre
2017-11 - 2020-10

Application Engineering

Application Engineer Sensors Requirements Analysis Robotics ...
Application Engineer
  • Designed and developed robotic systems that increased the production and precision level in industrial applications
  • Developed and deployed software for pick and place Delta robots with Keba KeMotion robotics software and Codesys
  • Investigated and conducted 2D and 3D machine vision for object detection with Cognex, Omron, Keyence and LMI image sensors
  • Performed signal processing, motion planning, trajectory optimization, robot dynamics and requirements engineering analysis throughout the development stages
  • Executed integration testing, evaluation, quality control and commissioning
Sensors Requirements Analysis Robotics Requirements Engineering Integration Testing Quality Management Object Recognition
ABI B.V.
1 Jahr 9 Monate
2016-01 - 2017-09

Software Engineering

Junior Software Engineer Sensors TIA Portal Robotics ...
Junior Software Engineer
  • Designed and developed an industrial robotic system as the main software engineer for a crucial business change project
  • Developed and deployed software for PLC, SCARA robots and HMI with Siemens TIA portal, Simotion Scout, WinCC and Epson RC+
  • Played a key role in formulating the rotation and translation mathematical algorithms used for object manipulation
  • Researched and accomplished machine vision with Cognex image sensor
  • Set up communication protocols among hardware components, performed signal processing, motion control and product tracking
  • Applied integration testing, evaluation and commissioning
Sensors TIA Portal Robotics Software Engineering Human Machine Interface Integration Testing WinCC
Buhrs B.V.

Aus- und Weiterbildung

Aus- und Weiterbildung

2 Jahre 5 Monate
2020-10 - 2023-02

MSc - Artificial Intelligence

Master of Science, University of Piraeus, Athens (Greece)
Master of Science
University of Piraeus, Athens (Greece)

Curriculum

  1. Design, develop and implement systems and methods
  2. Search, plan and optimize methods
  3. Design solutions to specific problems, in various fields of human activity
  4. Automate the decision-making process in a data driven way, knowledge representation and reasoning
  5. Develop and integrate intelligent agents

Fokus points

  1. Machine learning
  2. Intelligent Agents and Multiagent Systems
  3. Artificial Intelligence Ethics and Regulatory Frameworks
  4. Algorithmic methods in Artificial Intelligence
  5. Knowledge Representation and Reasoning
  6. Deep Learning Applications
  7. Robotics
  8. Natural Language Processing
  9. Machine Learning on Multimedia Data
  10. Scaling Artificial Intelligence Methods
9 Jahre 3 Monate
2006-03 - 2015-05

BSc - Automation Engineering

Bachelor of Science, Alexander Technological Educational Institute of Thessaloniki (Greece)
Bachelor of Science
Alexander Technological Educational Institute of Thessaloniki (Greece)

Curriculum

  1. Wide expertise in electronics, mechatronics and computers
  2. Engineering & implementing the theory of automatic control systems 
  3. Create applications in industrial production, technological systems and processes.


Fokus Points

  • Controllers & Control systems, Microcontrollers
  • Robotics & virtual reality
  • Intelligent control
  • Elements of manufacturing systems & CNC machine tools
  • Motion control
  • Industrial safety, hygiene and environmental protection
  • Digital control systems
  • Process control, Optimal control
  • Digital signal processing
  • Analog & digital electronics
  • Applied mechanics, Hydraulic and pneumatic control systems, Electric motors
  • Microcomputers
  • Power electronics
  • Electrical circuits
  • Computer programming, Computer networks
  • CAD ? CAM ? CAE
  • Telecommunications
  • Physical and chemical processes
  • C ? C++ ? C# ? Programmable Logic


Position

Position

  • Data Science Developer
  • Automation-Robotics Engineer

Kompetenzen

Kompetenzen

Produkte / Standards / Erfahrungen / Methoden

Device Integration
Imagery research
Pick-up system
Codesys
KPI
Quality Assurance
Data acquisition
Natural Language Understanding
Project Documentation
Robotic Process Automation
Automation Engineering
Computer Vision
GitHub
Human Machine Interface
Integration Testing
Robotics
Sensors
Digital Signal Processing
Manufacturing (industry)
Tableau
Flask
SciPy
Text-To-lmage
PyTorch
Python
Neural Networks
Machine Learning
Azure
Cl/CD
NumPy
FastAPI
Backend
Pandas
Statistical Model
Big Data
SQL
Scrum
TIA Portal
WinCC
Data Analysis
Artificial Intelligence
Docker
DevOps
OpenCV
Data Engineering
Git
Natural Language Processing
Data Science
Data Modeling
AWS
Contentful
Data Management
Requirements Specification
Image Annotation
API Engineering
Software Development
Medical and Pharmaceutical (industry)
Operating Systems
Marketing
User Experience
Project Management
Science (industry)
Media (industry)
Requirements Engineering
ReactJS
Azure DevOps
Windows
Al Strategy
JavaScript
Frontend
Service Design
Requirements Document
Software as a Service
IT Project Management
Authentication
Image Processing
Quality Audit
Tenant Databases
Service Monitoring
Service-oriented architectures
REST API
Linux
Project Planning
Software Engineering
Object Recognition
Requirements Analysis
Quality Management
Manufacturing
User Interface
Solution Architecture
H2O
Data Lake
LPC
Azure DevOps Server

Branchen

Branchen

Robotics

Packaging industry

Horticultural industry

Graphical and printing industry

Semi-conductor industry

Production automation

Multi-axis handling automation

Entrance technology

Food industry

Medical Technology

Vehicle technology

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