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About Me

Hello! I'm Manuel, a machine learning engineer based in Karlsruhe, Germany.

I enjoy creating meaningful software products driven by data. My goal is to create innovative machine learning solutions to drive sustainability and make this world a little bit better.

Shortly after graduating from Karlsruhe Institute of Technology, I joined the German technology taskforce at Tech4Germany and afterwards continued at Reasonance driving data driven solutions.

Here are a few technologies I've been working with recently:

  • Python
  • Go
  • React
  • Kubernetes
  • OpenCV
  • Docker

Where I’ve Worked

Co-Founger & Machine Learning Engineer @ Reasonance

November 2019 - Current

  • Leading the development of our platform to operationalize digital solutions
  • Led external project for large-scale process automation
  • Implemented a digital twin of a district heating network and optimized runtime parameters to reduce heat losses

Some Things I’ve Built

Featured Project

Learning to Link

An algorithm and its highly optimized implementation to learn the best hierarchical clustering algorithm configuration and metric combination for partly labeled image data.

  • C++
  • Hierarchical Clustering
  • Machine Learning Theory
GitHubExternal

Featured Project

Continuing Education Platform

A prototype of a platform for continuing education together with the German Federal Minstry of Labor and Social Affairs as part of the National Continuing Education Strategy 2021.

  • React
  • Flask
  • Web Scraping
GitHubExternal

Featured Project

3D Obstacle Detection

An application to automatically recognize walls, floors, ceilings and any other obstacles in 3D point cloud data.

  • OpenCV
  • React
  • Flask
  • Docker
GitHub

Other Noteworthy Projects

Folder
GitHub

Platform for Collaborative Challenges

YourTurn enables everyone to stay connected during the Corona crisis. In our app, people can create a challenge, invite their friends, find challenges in their neighborhood, and win prizes.

  • FastAPI
  • Gamification
  • React Native
Folder
GitHub

US Immigration Data Pipeline

Data Pipeline enriching the US I94 immigration data with further data such as US airport data, US demographics and temperature data to have a wider basis for analysis on the immigration data.

  • ETL
  • Pandas
  • Postgres
Folder
GitHub

Pandemic Resource Need Forecasting

Visualize the corona-outbreak in our area, region or country and simulate its spread in the nearest futures. Help COVID19 crisis teams identify future shortages such as ICUs & remedial actions.

  • Flask
  • kepler.gl
  • React
Folder
External

Local Covid Volunteering Platform

A platform to connect people seeking help with volunteers duing pandemic time.

  • PHP
  • Wordpress
Folder
GitHub

IoT Platform for Smart Farming

A platform combined with a sensor box to obtain and visualize farming data in real-time from fields and to recommend farmers potential actions to take.

  • Flask
  • IoT
  • LoRaWAN
Folder
GitHub

Autonomous Semantic Search Engine

A search engine that autonomously crawls documents from a given domain including their subdomains, analyzes them and renders them into a search frontend.

  • Flask
  • NLTK
  • React

What’s Next?

Get In Touch

Although I'm not currently looking for any new opportunities, my inbox is always open. Whether you have a question or just want to say hi, I'll try my best to get back to you!