I'm a passionate senior data scientist and machine learning expert with 10+ years experience in automotive
Aktualisiert am 24.01.2025
Profil
Freiberufler / Selbstständiger
Remote-Arbeit
Verfügbar ab: 24.01.2025
Verfügbar zu: 100%
davon vor Ort: 0%
Data Scientist
Python
MATLAB
Machine Learning
Optimierung
Git
GitLab
Scrum
Kanban
SQL
Java
Azure
Docker
Jenkins
Atlassian JIRA
Atlassian Confluence
German
Muttersprache
English
Verhandlungssicher
Spanish
Grundkenntnisse

Einsatzorte

Einsatzorte

Berlin (+200km)
Deutschland, Schweiz, Österreich
möglich

Projekte

Projekte

1 month
2025-01 - now

Data Science Development

Freelancer in Data Science Python Matlab Docker ...
Freelancer in Data Science
  • Proceeding what I started in 10/2023, I?m offering my data science development skills fulltime to international clients. 
  • My passion is to help companies based on my knowledge to learn more about their existing (unstructured) data, optimize processes, technical systems and derive solutions for their problems.
Python Matlab Docker MS Azure SQL Hadoop & Spark Machine Learning DNN AI Jira Confluence Git GitLab Jenkins
International Companies
1 year 3 months
2023-10 - 2024-12

Machine learning, Optimization and LLM Training.

Freelancer and Traveller Python Docker JavaScript ...
Freelancer and Traveller

Within this time I was taking my budget for a long-term traveling experience and started my new path as freelancer. I built a van, travelled south America and worked in remote projects as well as started my own project. I continuously educated myself in data science and software development, learned new technologies and worked for customers in the area of machine learning, optimization and LLM training.

  • LLM training and validation data creation
  • Home solar system cost optimization
  • Machine learning for RFID tag classification
  • Data crawling and evaluation
  • Van construction and crafting
  • Traveling guide

Python Docker JavaScript MS Azure MySQL Hadoop & Spark LLM Prompting
3 years 4 months
2020-06 - 2023-09

Project acquisition

Technical and Budget Responsible Project Manager Matlab Python Machine Learning ...
Technical and Budget Responsible Project Manager

Starting as technical project manager, I got a certified project manager and managed several engine calibration and methodology development projects for German and Japanese customers. I was in charge for project acquisition and long-term relationship with Japanese car manufacturers. I acquired and managed several projects with up to 15 engineers. The customers still purchase projects up to mass production software development within this department.

  • Technical and organizational, budget responsible project management
  • Project acquisition
  • Methodology development expert
  • Combustion control expert

GitLab Jira Confluence ETAS INCA AVL PUMA A&D ORION MS Project
Matlab Python Machine Learning Thermodynamik Simulink
German and Japanese customers
Berlin
2 years 5 months
2018-01 - 2020-05

Mathematical methodology development

Research and Project Engineer Python Git Machine Learning ...
Research and Project Engineer

After successfully rolling out the software, I switched to combustion engine development. We developed and applied algorithms for engine combustion control and control unit software de-velopment for Japanese customers. Additionally we developed processes and methodologies to strongly reduce the engine development time and costs for our customers.

  • Mathematical methodology development
  • Machine Learning and Optimization expert
  • Technical expert for methodology and combustion control

Jenkins Jira Confluence ETAS INCA AVL PUMA A&D ORION
Python Git Machine Learning Data Scientist Methodenentwicklung Optimierung Thermodynamik MATLAB Simulink
Japanese Car Manufacturers
Berlin
2 years
2016-01 - 2017-12

Software Development

Software Developer Matlab Python JAVA ...
Software Developer

Within a client project, we adjusted the existing commercial software regarding the customer needs to roll out the software at a known German car manufacturer. I was part of an Agile Scrum development team, deputy scrum master and expert for the underlying machine learning technology.

  • Full-stack software development
  • Machine Learning and test design expert
  • Deputy scrum master, representative at customer
  • CI/CD 

SQL Jenkins Jira Git StarUML UML
Matlab Python JAVA SQL Socket Interface
German Car Manufacturer
Berlin
2 years
2014-01 - 2015-12

Method Development for combustion engine calibration

Research and Machine Learning Engineer Matlab JAVA SQL ...
Research and Machine Learning Engineer

I was in charge to develop algorithms for an adaptive test design method for the optimization of engine tests to train machine learning models with the target to optimize the combustion. Additionally, I was the technical expert to adapt a commercial software, which was equiped with my calculation logic and developed ML algorithms.

  • Mathematical method development (linear algebra and stochastic)
  • Expert for test design algorithms
  • Complex calculation logic development
  • Consulting expert for the software development team

Jenkins Jira Git StarUML UML
Matlab JAVA SQL Machine Learning Methodenent Data Science Socket Interface
IAV GmbH
Berlin

Aus- und Weiterbildung

Aus- und Weiterbildung

2 months
2023-07 - 2023-08

SAFe® 6 Agilist

Certified SAFe® 6 Agilist,
Certified SAFe® 6 Agilist
  • Lean agile transformation, lean agile mindset, agile development for large organizations
3 months
2022-01 - 2022-03

IAV internal qualification, following the PMI standard

Certified Project Manager,
Certified Project Manager
  • Project Management
8 years
2014-01 - 2021-12

Studies

Dr.-Ing., TU Berlin
Dr.-Ing.
TU Berlin

  • Machine Learning
  • Test Design
  • Combustion Control
  • PhD Thesis on request

Position

Position


Kompetenzen

Kompetenzen

Top-Skills

Data Scientist Python MATLAB Machine Learning Optimierung Git GitLab Scrum Kanban SQL Java Azure Docker Jenkins Atlassian JIRA Atlassian Confluence

Produkte / Standards / Erfahrungen / Methoden

Profile

  • +10 years experience in data science in automotive. PhD in machine learning for thermodynamic control, more than 3 years experience in fullstack software development with SCRUM, 2 years experience in technical and budget responsible project management (Kanban) for Japanese and German car manufacturers like Mercedes AMG, Nissan, Mitsubishi.
  • My passion for data and all the, beforehand unknown, findings generated from data analysis raise my enthusiasm for the data science. Either working focused on exciting projects in a team or lead-ing engineers and scientists within complex projects generates happiness and personal well-being. Even though I love trying to find the optimal solution, I?m always focused on the project goals and best price for value output. Due to my engineering background, my greatest expertise can be found in data science for technical systems.
  • I?m offering my data science development skills fulltime to international clients. My passion is to help companies based on my knowledge to learn more about their existing (unstructured) data, optimize processes, technical systems and derive solutions for their problems.

Systems & Tools

  • Atlassian (Jira & Confluence)
  • Scrum & Kanban
  • MS Project


Skills & Competences

Professional Knowledge:

  • Python, Matlab, JAVA
  • Machine Learning
  • SQL
  • Docker, MS Azure
  • Jenkins, Git
  • Atlassion tools (Jira, Confluence)
  • Agile Scrum / Kanban / SAFe


Interdisciplinary Knowledge:

  • Mechanical & thermodynamical engineering
  • System control
  • Nonlinear optimization
  • Signal processing
  • Time series analysis and modeling


Softskills:

  • Present complex data in simple ways
  • Distinctive analytical skills
  • Organized & structured working me-thods
  • Strong communication skills & intercultural communication
  • Excellent problem solving


SELECTED EXPERIENCE

  • Data extraction (SQL, file-based, cloud-based)
  • Data preparation (structuring, statistical analysis, visualization, grouping, etc.)
  • Regression analysis and classification
  • GPM, DNN (convolutional-, fully connected-, transformer-, LSTM networks), RBF networks, SVM, LOLIMOT, HILOMOT
  • Data visualization
  • Nonlinear, constrained optimization
  • Data, model and optimization interpretation

Programmiersprachen

Python
Experte
Machine Learning
Experte
SQL
Fortgeschritten
JAVA
Fortgeschritten
Matlab
Experte
Git
Experte
CI/CD
Fortgeschritten
SCRUM
Fortgeschritten
Docker
Fortgeschritten
MS Azure
Basics
Hadoop & Spark
Basics

Branchen

Branchen


Einsatzorte

Einsatzorte

Berlin (+200km)
Deutschland, Schweiz, Österreich
möglich

Projekte

Projekte

1 month
2025-01 - now

Data Science Development

Freelancer in Data Science Python Matlab Docker ...
Freelancer in Data Science
  • Proceeding what I started in 10/2023, I?m offering my data science development skills fulltime to international clients. 
  • My passion is to help companies based on my knowledge to learn more about their existing (unstructured) data, optimize processes, technical systems and derive solutions for their problems.
Python Matlab Docker MS Azure SQL Hadoop & Spark Machine Learning DNN AI Jira Confluence Git GitLab Jenkins
International Companies
1 year 3 months
2023-10 - 2024-12

Machine learning, Optimization and LLM Training.

Freelancer and Traveller Python Docker JavaScript ...
Freelancer and Traveller

Within this time I was taking my budget for a long-term traveling experience and started my new path as freelancer. I built a van, travelled south America and worked in remote projects as well as started my own project. I continuously educated myself in data science and software development, learned new technologies and worked for customers in the area of machine learning, optimization and LLM training.

  • LLM training and validation data creation
  • Home solar system cost optimization
  • Machine learning for RFID tag classification
  • Data crawling and evaluation
  • Van construction and crafting
  • Traveling guide

Python Docker JavaScript MS Azure MySQL Hadoop & Spark LLM Prompting
3 years 4 months
2020-06 - 2023-09

Project acquisition

Technical and Budget Responsible Project Manager Matlab Python Machine Learning ...
Technical and Budget Responsible Project Manager

Starting as technical project manager, I got a certified project manager and managed several engine calibration and methodology development projects for German and Japanese customers. I was in charge for project acquisition and long-term relationship with Japanese car manufacturers. I acquired and managed several projects with up to 15 engineers. The customers still purchase projects up to mass production software development within this department.

  • Technical and organizational, budget responsible project management
  • Project acquisition
  • Methodology development expert
  • Combustion control expert

GitLab Jira Confluence ETAS INCA AVL PUMA A&D ORION MS Project
Matlab Python Machine Learning Thermodynamik Simulink
German and Japanese customers
Berlin
2 years 5 months
2018-01 - 2020-05

Mathematical methodology development

Research and Project Engineer Python Git Machine Learning ...
Research and Project Engineer

After successfully rolling out the software, I switched to combustion engine development. We developed and applied algorithms for engine combustion control and control unit software de-velopment for Japanese customers. Additionally we developed processes and methodologies to strongly reduce the engine development time and costs for our customers.

  • Mathematical methodology development
  • Machine Learning and Optimization expert
  • Technical expert for methodology and combustion control

Jenkins Jira Confluence ETAS INCA AVL PUMA A&D ORION
Python Git Machine Learning Data Scientist Methodenentwicklung Optimierung Thermodynamik MATLAB Simulink
Japanese Car Manufacturers
Berlin
2 years
2016-01 - 2017-12

Software Development

Software Developer Matlab Python JAVA ...
Software Developer

Within a client project, we adjusted the existing commercial software regarding the customer needs to roll out the software at a known German car manufacturer. I was part of an Agile Scrum development team, deputy scrum master and expert for the underlying machine learning technology.

  • Full-stack software development
  • Machine Learning and test design expert
  • Deputy scrum master, representative at customer
  • CI/CD 

SQL Jenkins Jira Git StarUML UML
Matlab Python JAVA SQL Socket Interface
German Car Manufacturer
Berlin
2 years
2014-01 - 2015-12

Method Development for combustion engine calibration

Research and Machine Learning Engineer Matlab JAVA SQL ...
Research and Machine Learning Engineer

I was in charge to develop algorithms for an adaptive test design method for the optimization of engine tests to train machine learning models with the target to optimize the combustion. Additionally, I was the technical expert to adapt a commercial software, which was equiped with my calculation logic and developed ML algorithms.

  • Mathematical method development (linear algebra and stochastic)
  • Expert for test design algorithms
  • Complex calculation logic development
  • Consulting expert for the software development team

Jenkins Jira Git StarUML UML
Matlab JAVA SQL Machine Learning Methodenent Data Science Socket Interface
IAV GmbH
Berlin

Aus- und Weiterbildung

Aus- und Weiterbildung

2 months
2023-07 - 2023-08

SAFe® 6 Agilist

Certified SAFe® 6 Agilist,
Certified SAFe® 6 Agilist
  • Lean agile transformation, lean agile mindset, agile development for large organizations
3 months
2022-01 - 2022-03

IAV internal qualification, following the PMI standard

Certified Project Manager,
Certified Project Manager
  • Project Management
8 years
2014-01 - 2021-12

Studies

Dr.-Ing., TU Berlin
Dr.-Ing.
TU Berlin

  • Machine Learning
  • Test Design
  • Combustion Control
  • PhD Thesis on request

Position

Position


Kompetenzen

Kompetenzen

Top-Skills

Data Scientist Python MATLAB Machine Learning Optimierung Git GitLab Scrum Kanban SQL Java Azure Docker Jenkins Atlassian JIRA Atlassian Confluence

Produkte / Standards / Erfahrungen / Methoden

Profile

  • +10 years experience in data science in automotive. PhD in machine learning for thermodynamic control, more than 3 years experience in fullstack software development with SCRUM, 2 years experience in technical and budget responsible project management (Kanban) for Japanese and German car manufacturers like Mercedes AMG, Nissan, Mitsubishi.
  • My passion for data and all the, beforehand unknown, findings generated from data analysis raise my enthusiasm for the data science. Either working focused on exciting projects in a team or lead-ing engineers and scientists within complex projects generates happiness and personal well-being. Even though I love trying to find the optimal solution, I?m always focused on the project goals and best price for value output. Due to my engineering background, my greatest expertise can be found in data science for technical systems.
  • I?m offering my data science development skills fulltime to international clients. My passion is to help companies based on my knowledge to learn more about their existing (unstructured) data, optimize processes, technical systems and derive solutions for their problems.

Systems & Tools

  • Atlassian (Jira & Confluence)
  • Scrum & Kanban
  • MS Project


Skills & Competences

Professional Knowledge:

  • Python, Matlab, JAVA
  • Machine Learning
  • SQL
  • Docker, MS Azure
  • Jenkins, Git
  • Atlassion tools (Jira, Confluence)
  • Agile Scrum / Kanban / SAFe


Interdisciplinary Knowledge:

  • Mechanical & thermodynamical engineering
  • System control
  • Nonlinear optimization
  • Signal processing
  • Time series analysis and modeling


Softskills:

  • Present complex data in simple ways
  • Distinctive analytical skills
  • Organized & structured working me-thods
  • Strong communication skills & intercultural communication
  • Excellent problem solving


SELECTED EXPERIENCE

  • Data extraction (SQL, file-based, cloud-based)
  • Data preparation (structuring, statistical analysis, visualization, grouping, etc.)
  • Regression analysis and classification
  • GPM, DNN (convolutional-, fully connected-, transformer-, LSTM networks), RBF networks, SVM, LOLIMOT, HILOMOT
  • Data visualization
  • Nonlinear, constrained optimization
  • Data, model and optimization interpretation

Programmiersprachen

Python
Experte
Machine Learning
Experte
SQL
Fortgeschritten
JAVA
Fortgeschritten
Matlab
Experte
Git
Experte
CI/CD
Fortgeschritten
SCRUM
Fortgeschritten
Docker
Fortgeschritten
MS Azure
Basics
Hadoop & Spark
Basics

Branchen

Branchen


Vertrauen Sie auf Randstad

Im Bereich Freelancing
Im Bereich Arbeitnehmerüberlassung / Personalvermittlung

Fragen?

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

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