Fabian Witt

Germany · Bavaria

I am a data scientist who loves building intelligent applications and exploring the exciting possibilities.

Experience

Head of Data Science

Mathema GmbH

October 2020 - Present

Team Lead Data Science

Redheads Ltd.

Juli 2020 - October 2020

Technical Lead Data Science

Redheads Ltd.

August 2018 - Juli 2020

Data Scientist

Redheads Ltd.

February 2017 - August 2018

Education

Otto von Guericke University Magdeburg

Master of Science
Data & Knowledge Engineering
October 2014 - November 2016

University of Applied Sciences Schmalkalden

Bachelor of Science
Computer Science
October 2011 - October 2014

Skills

Methodology
  • Predictive/Descriptive Modeling
  • Big Data Analytics (Predictive/Prescriptive)
  • Statistical/Quantitative Analysis
  • Machine Learning
  • Data/Text Mining
  • Simulation & Optimization
  • Reporting (Ad-hoc/Dashboards/Scorecards)
  • Automated Monitoring

Development Processes
  • Cross Industry Standard Process for Data Mining (CRISP-DM)
  • Cognitive Project Management for AI (CPMAI)
  • Engineering Process for Developing Data-Driven Applications (EDDA)
  • Agile Processes (Scrum, Kanban)
  • V-Model

Programming Languages
  • Python
  • MATLAB
  • Scalar
  • R
  • C#

Data Analytics
  • Hadoop/Spark
  • Elastic Stack
  • Databricks
  • H2O.ai
  • OpenShift

Visualization
  • Jupyter Notebook/Lab
  • Google Charts
  • D3
  • Tableau
  • PowerBI

Pipeline Tools
  • PipelineAI
  • Python Luigi
  • Apache Airflow
  • Azure Data Factory

Frameworks/Tools
  • Python ML Stack (NumPy, SciPy, Pandas, SciKit-Learn, Statsmodels)
  • Tensorflow
  • PyTorch
  • Keras
  • DL4J

Development Environments
  • PyCharm
  • Jupyter Notebook/Lab
  • RStudio
  • Visual Studio
  • VS Code

Databases
  • SQL
  • NoSQL
  • SQLite
  • Apache Cassandra
  • Redis

Other Languages/Technologies
  • Cloud-native Entwicklung (Azure/AWS)
  • Serverless Computing
  • Container Plattformen (Docker, Kubernetes)

Talks

Machine Learning 101: Datenanalyse abseits des Hypes

Talk, data2day, Heidelberg
26. September 2018

Machine Learning 101: Datenanalyse abseits des Hypes

Workshop, Herbstcampus, Nürnberg
04. September 2018

Machine Learning 101: Datenanalyse abseits des Hypes

Lab, Data Analytics, Garching
16. October 2018

Machine Learning 101: Datenanalyse abseits des Hypes

Lab, Data Analytics, Nürnberg
05. Juli 2018

Dark Science mit Deep Learning: Einführung in modernes Maschinelles Lernen mit Python

Workshop, Minds Mastering Machines, Köln
24. April 2018

Dark Science mit Deep Learning: Einführung in modernes Maschinelles Lernen mit Python

Workshop, MATHEMA Campus, Erlangen
19. April 2018

Dark Science mit Deep Learning: Einführung in modernes Maschinelles Lernen mit Python

Workshop, Herbstcampus, Nürnberg
05. September 2017

Publications

Machine Learning 101: Datenanalyse abseits des Hypes

Informatik-Aktuell, Division: Artificial Intelligence
November 2018

Energy Aware Particle Swarm Optimization as Search Mechanism for Aerial Micro-Robots

IEEE Swarm Intelligence Symposium, IEEE SSCI 2016
December 2016

Interests

Apart from being a data scientist, I enjoy investing my time in volunteer work.
I am a member of the local fire brigade, leader of a first responder group, as well as working in the rescue service.

Besides, I run an internet platform for the management of aid organisations (www.hvointern.de).