Freelancer profile translated to English.
Back to original languageAbout Mathias
As a Full Stack Data Scientist and AI Consultant, I offer a complete range of services covering all phases of digital transformation and innovation projects. In detail, I offer:
Consulting for Digital Transformation and Innovation Projects:
- Development and specification of ideas and use cases for innovation projects using methods of problem-oriented and user-centered design (including Design Thinking)
- Data strategies
- Planning and conception of projects
- Feasibility studies / Prototyping
- Evaluation of projects
Data Science and Data Engineering:
- Data, cluster, and time series analysis
- Real-time data stream analysis
- Pattern and anomaly detection, forecasting, image recognition
- Signal and data processing, feature engineering, ETL
- Data and result visualization
Software Development and Implementation of Digitization Projects:
- Design of software architectures and development of algorithms
- Software development (backend and frontend)
Project management and support for innovation and data science projects
Workshops and training on artificial intelligence, machine learning, and digitization
Project location, project duration, and weekly working hours are generally flexible, but a high remote share (outside of Berlin) and 4 days a week are desirable.
The stated daily rate is an average that may vary depending on the project scope.
German
Native or bilingual
English
Conversational
Can work on-site
Berlin (up to 50km), München (up to 100km), Stuttgart (up to 100km), Frankfurt am Main (up to 100km), Köln (up to 100km), Hamburg (up to 100km)
Experience
- Start-UpDevelopment and Implementation of a Trading AlgorithmBANKING AND INSURANCEFebruary 2022 - Today (4 years and 4 months)München, Germany- Development and optimization of an algorithm for currency trading- Implementation and testing of the algorithm- Development of software for currency trading
- Distributed Artificial Intelligence LaboratoryRing-based Interaction for Augmented Reality (AR) GlassesINTERNET OF THINGS (IOT)July 2019 - December 2020 (1 year and 6 months)Berlin, GermanyTopic: Conception, planning, development, and evaluation of a ring-based interaction for Augmented Reality (AR) glasses in smart home environmentsTasks:- Project management and support of consortium management- User-centered use case creation and requirements analysis- Creation of an interaction and implementation concept- Development and evaluation of a real-time processing pipeline for detecting and recognizing finger gestures and user activities based on multivariate sensor dataMethods: Machine learning, time series analysis, real-time data stream analysis, signal processing, user-centered development, Scrum
- Distributed Artificial Intelligence LaboratoryGesture Control for Autonomously Operating DronesPUBLIC SAFETYNovember 2019 - February 2020 (4 months)Berlin, GermanyTopic: Development of a platform for indoor situational awareness for special forces with dronesTasks:- Development of a real-time processing pipeline for detecting and recognizing gesture-based control commands for autonomously operating drones based on multivariate sensor data- Development of a drone simulation environment with ROSMethods: Machine learning, time series analysis, real-time data stream analysis, signal processing
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Education
- Dipl.-Ing.Technische Universität Berlin2010Studium der Technischen Informatik mit Schwerpunkt Künstliche Intelligenz
- Dr.-Ing.Technische Universität Berlin2022Promotion im Fach der Technischen Informatik mit dem Schwerpunkt Maschinelles Lernen Arbeitstitel: „PeriSense: Ring-Based Multi-Finger Gesture Interaction Utilizing Capacitive Sensing“