Data Scientist | AI & Machine Learning Expert
Aktualisiert am 04.02.2025
Profil
Freiberufler / Selbstständiger
Remote-Arbeit
Verfügbar ab: 31.01.2025
Verfügbar zu: 100%
davon vor Ort: 5%
Machine Learning
Python
Cloud
R
Docker
Data visualization
Git
Dashboard
Matlab
SQL
Generative AI
LLM
Hochleistungsrechnen
GitLab
GitHub
Data Scientist
CI/CD
Container
LaTeX
Datenqualitätsprüfung
German
Muttersprache
English
Fluent
French
Intermediate

Einsatzorte

Einsatzorte

Nuremberg (+500km)
Deutschland
möglich

Projekte

Projekte

2 years 9 months
2022-02 - 2024-10

Data-Driven Digital Biomarkers for Mobility Assessment in Clinical Trials

Senior Data Scientist ? Digital Health & Clinical AI Python R AWS ...
Senior Data Scientist ? Digital Health & Clinical AI

  • Implementation and validation of digital technologies for mobility assessment in clinical studies.
  • Feature engineering and data management.
  • Data quality control and data visualization.
  • Statistical data analysis.
  • Development of algorithms for sensor data analysis and creation of predictive models using machine learning.
  • Application of generative AI models for efficient information extraction from internal documents and databases.

Python R AWS Git Bitbucket GitHub Hochleistungsrechnen Docker Data Scientist Visual Studio Code Projektmanagement Machine Learning Statistik Datenanalyse LaTeX MATLAB Cloud Agile Softwareentwicklung Atlassian Confluence Künstliche Intelligenz
Basel
3 years 3 months
2018-10 - 2021-12

Head of a Research Team for Digital Health

Team lead and project manager, Research Group Leader Data Scientist Python R ...
Team lead and project manager, Research Group Leader

  • Leading the development and implementation of machine learning algorithms for gait analysis and digital biomarkers, as well as supervising PhD students in digital health research.
  • Collaborating with clinical and industry partners to translate signal processing and AI-based algorithms into practical healthcare applications.
  • Securing research funding.
  • Publishing in renowned scientific journals.
  • Taught students through the course "Biomedical Signal Analysis".

Data Scientist Python R Git Teamleading Präsentation Projektmanagement/Projektleitung Forschung Docker Visual Studio Code Machine Learning Agile Softwareentwicklung Learning Management System eLearning
FAU Erlangen-Nürnberg
Erlangen (D-91056, D-91058, D-91052, D-91054)
6 years 3 months
2012-07 - 2018-09

Multimodal data analysis and machine learning

Doctoral Researcher, Data Scientist ? Digital Biomarkers & Biomechanics Statistik Machine Learning Data Scientist ...
Doctoral Researcher, Data Scientist ? Digital Biomarkers & Biomechanics

  • Developed predictive models and personalized diagnostic tools for osteoarthritis using machine learning and biomechanical data
  • Applied motion capture techniques, signal processing, and advanced analytics for gait analysis and evaluation of non-invasive interventions
  • Integrated multi-modal data sources to improve patient-specific outcome assessments in musculoskeletal health.
  • Led and managed cross-disciplinary research projects focused on healthcare technology innovation.

RStudio MATLAB SPSS LaTeX Linux MacOS Docker Git GitLab
Statistik Machine Learning Data Scientist Java Datenanalyse Bewegungsmessung Forschung Projektmanagement Python R Data Science
FAU Erlangen-Nürnberg
Erlangen
8 months
2011-09 - 2012-04

Automated Quality Management System for MRI Data in Clinical Psychiatry

Software Developer Bourne-again-shell Python PHP ...
Software Developer
Automated a quality management system for magnetic resonance imaging data with database backend and web-interfaces (Bash, Python, PHP, MySQL, MATLAB, XML) at the Clinics for Psychiatry und Psychotherapy
Bourne-again-shell Python PHP MySQL SQL MATLAB XML Java Datenanalyse Linux Datenbanken
UKGM Marburg
Marburg

Aus- und Weiterbildung

Aus- und Weiterbildung

6 years 4 months
2012-07 - 2018-10

Dr.-Ing. Computer Science

Dr.-Ing. / PhD, FAU Erlangen-Nürnberg, Erlangen
Dr.-Ing. / PhD
FAU Erlangen-Nürnberg, Erlangen
2 years 3 months
2010-01 - 2012-03

M.Sc. Physics

Master of Science, Philipps-University Marburg
Master of Science
Philipps-University Marburg
3 years 3 months
2006-10 - 2009-12

B.Sc. Physics

Bachelor of Science, Georg-August-University Göttingen
Bachelor of Science
Georg-August-University Göttingen

Position

Position

Senior Data Scientist

Kompetenzen

Kompetenzen

Top-Skills

Machine Learning Python Cloud R Docker Data visualization Git Dashboard Matlab SQL Generative AI LLM Hochleistungsrechnen GitLab GitHub Data Scientist CI/CD Container LaTeX Datenqualitätsprüfung

Produkte / Standards / Erfahrungen / Methoden

Profile
Accomplished Data Scientist with 10+ years of experience building, implementing, and validating digital solutions for health assessment. Successful project lead with a passion for digital transformation, leveraging cutting-edge technologies such as Machine Learning to drive innovation. Proven history of managing projects that ensure compliance with regulatory standards and deliver measurable improvements in health outcomes. Experienced in developing scalable, robust solutions that align with strategic initiatives to advance digital transformation in the industry.

AREAS OF EXPERTISE
Professional skills 
  • Advanced Data Analysis and Interpretation
  • Machine Learning Model Development and Deployment
  • Generative AI
  • Predictive Modeling and Algorithm Optimization
  • Digital Biomarker Development and Validation (Pharmaceuticals context)
  • Time Series and Sensor Data Analysis
  • Feature Engineering and Data Integration
  • AI-Driven Decision-Making and Insights Generation
  • Data Visualization and Dashboard Development
  • Exploratory Data Analysis and Hypothesis Testing
  • Scientific Writing
  • e-Learning, Blended Learning

Technical skills

  • Python (NumPy, pandas, scikit-learn, TensorFlow), Flask, Jupyter
  • R (ggplot2, Tidyverse, Shiny, Quarto, RMarkdown), RStudio
  • Docker
  • CI/CD
  • VSCode
  • Git, GitLab, GitHub, GitHub Copilot, Bitbucket
  • Cloud Platforms (AWS)
  • High Performance Computing
  • MATLAB
  • SQL
  • Plotly Dash, PositConnect


Soft skills 
  • Strategic Project Management and Goal Setting
  • Cross-Functional and Interdisciplinary Collaboration
  • Mentorship of Data Science Teams
  • Stakeholder Engagement and Communication
  • Effective Presentation and Report Writing Skills
  • Innovation and Creative Problem-Solving
  • Expertise in Working within Matrix Organizations
  • Regulatory Knowledge 

Branchen

Branchen

I have worked in the pharmaceutical industry.

Einsatzorte

Einsatzorte

Nuremberg (+500km)
Deutschland
möglich

Projekte

Projekte

2 years 9 months
2022-02 - 2024-10

Data-Driven Digital Biomarkers for Mobility Assessment in Clinical Trials

Senior Data Scientist ? Digital Health & Clinical AI Python R AWS ...
Senior Data Scientist ? Digital Health & Clinical AI

  • Implementation and validation of digital technologies for mobility assessment in clinical studies.
  • Feature engineering and data management.
  • Data quality control and data visualization.
  • Statistical data analysis.
  • Development of algorithms for sensor data analysis and creation of predictive models using machine learning.
  • Application of generative AI models for efficient information extraction from internal documents and databases.

Python R AWS Git Bitbucket GitHub Hochleistungsrechnen Docker Data Scientist Visual Studio Code Projektmanagement Machine Learning Statistik Datenanalyse LaTeX MATLAB Cloud Agile Softwareentwicklung Atlassian Confluence Künstliche Intelligenz
Basel
3 years 3 months
2018-10 - 2021-12

Head of a Research Team for Digital Health

Team lead and project manager, Research Group Leader Data Scientist Python R ...
Team lead and project manager, Research Group Leader

  • Leading the development and implementation of machine learning algorithms for gait analysis and digital biomarkers, as well as supervising PhD students in digital health research.
  • Collaborating with clinical and industry partners to translate signal processing and AI-based algorithms into practical healthcare applications.
  • Securing research funding.
  • Publishing in renowned scientific journals.
  • Taught students through the course "Biomedical Signal Analysis".

Data Scientist Python R Git Teamleading Präsentation Projektmanagement/Projektleitung Forschung Docker Visual Studio Code Machine Learning Agile Softwareentwicklung Learning Management System eLearning
FAU Erlangen-Nürnberg
Erlangen (D-91056, D-91058, D-91052, D-91054)
6 years 3 months
2012-07 - 2018-09

Multimodal data analysis and machine learning

Doctoral Researcher, Data Scientist ? Digital Biomarkers & Biomechanics Statistik Machine Learning Data Scientist ...
Doctoral Researcher, Data Scientist ? Digital Biomarkers & Biomechanics

  • Developed predictive models and personalized diagnostic tools for osteoarthritis using machine learning and biomechanical data
  • Applied motion capture techniques, signal processing, and advanced analytics for gait analysis and evaluation of non-invasive interventions
  • Integrated multi-modal data sources to improve patient-specific outcome assessments in musculoskeletal health.
  • Led and managed cross-disciplinary research projects focused on healthcare technology innovation.

RStudio MATLAB SPSS LaTeX Linux MacOS Docker Git GitLab
Statistik Machine Learning Data Scientist Java Datenanalyse Bewegungsmessung Forschung Projektmanagement Python R Data Science
FAU Erlangen-Nürnberg
Erlangen
8 months
2011-09 - 2012-04

Automated Quality Management System for MRI Data in Clinical Psychiatry

Software Developer Bourne-again-shell Python PHP ...
Software Developer
Automated a quality management system for magnetic resonance imaging data with database backend and web-interfaces (Bash, Python, PHP, MySQL, MATLAB, XML) at the Clinics for Psychiatry und Psychotherapy
Bourne-again-shell Python PHP MySQL SQL MATLAB XML Java Datenanalyse Linux Datenbanken
UKGM Marburg
Marburg

Aus- und Weiterbildung

Aus- und Weiterbildung

6 years 4 months
2012-07 - 2018-10

Dr.-Ing. Computer Science

Dr.-Ing. / PhD, FAU Erlangen-Nürnberg, Erlangen
Dr.-Ing. / PhD
FAU Erlangen-Nürnberg, Erlangen
2 years 3 months
2010-01 - 2012-03

M.Sc. Physics

Master of Science, Philipps-University Marburg
Master of Science
Philipps-University Marburg
3 years 3 months
2006-10 - 2009-12

B.Sc. Physics

Bachelor of Science, Georg-August-University Göttingen
Bachelor of Science
Georg-August-University Göttingen

Position

Position

Senior Data Scientist

Kompetenzen

Kompetenzen

Top-Skills

Machine Learning Python Cloud R Docker Data visualization Git Dashboard Matlab SQL Generative AI LLM Hochleistungsrechnen GitLab GitHub Data Scientist CI/CD Container LaTeX Datenqualitätsprüfung

Produkte / Standards / Erfahrungen / Methoden

Profile
Accomplished Data Scientist with 10+ years of experience building, implementing, and validating digital solutions for health assessment. Successful project lead with a passion for digital transformation, leveraging cutting-edge technologies such as Machine Learning to drive innovation. Proven history of managing projects that ensure compliance with regulatory standards and deliver measurable improvements in health outcomes. Experienced in developing scalable, robust solutions that align with strategic initiatives to advance digital transformation in the industry.

AREAS OF EXPERTISE
Professional skills 
  • Advanced Data Analysis and Interpretation
  • Machine Learning Model Development and Deployment
  • Generative AI
  • Predictive Modeling and Algorithm Optimization
  • Digital Biomarker Development and Validation (Pharmaceuticals context)
  • Time Series and Sensor Data Analysis
  • Feature Engineering and Data Integration
  • AI-Driven Decision-Making and Insights Generation
  • Data Visualization and Dashboard Development
  • Exploratory Data Analysis and Hypothesis Testing
  • Scientific Writing
  • e-Learning, Blended Learning

Technical skills

  • Python (NumPy, pandas, scikit-learn, TensorFlow), Flask, Jupyter
  • R (ggplot2, Tidyverse, Shiny, Quarto, RMarkdown), RStudio
  • Docker
  • CI/CD
  • VSCode
  • Git, GitLab, GitHub, GitHub Copilot, Bitbucket
  • Cloud Platforms (AWS)
  • High Performance Computing
  • MATLAB
  • SQL
  • Plotly Dash, PositConnect


Soft skills 
  • Strategic Project Management and Goal Setting
  • Cross-Functional and Interdisciplinary Collaboration
  • Mentorship of Data Science Teams
  • Stakeholder Engagement and Communication
  • Effective Presentation and Report Writing Skills
  • Innovation and Creative Problem-Solving
  • Expertise in Working within Matrix Organizations
  • Regulatory Knowledge 

Branchen

Branchen

I have worked in the pharmaceutical industry.

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