20.08.2026 aktualisiert
100 % verfügbar
Senior Data Science Consultant | Industrial AI | Modelling & Simulation | Complex Systems
Berlin, Deutschland
Deutschland +2
Diplom-Physiker (equivalent to MSc Physics), University of Stuttgartinfo: Deutschland, Österreich, Schweiz
Über mich
Senior Data Science Consultant mit Fokus auf Industrial AI, mathematische Modellierung, Simulation und Complex Systems. Ich entwickle daten- und modellbasierte Lösungen für Forecasting, Predictive Maintenance, Anomalieerkennung und Entscheidungsunterstützung.
Skills
Künstliche IntelligenzData AnalysisComputersimulationDynamische SystemeForecastingMachine LearningMathematische ModellierungPredictive ModellingPredictive AnalyticsSystemmodellierungData SciencePyTorch
Industrial AI & Predictive Maintenance
Expertise in industrial AI applications, including predictive maintenance, anomaly detection and time series forecasting for complex technical and industrial systems.
Mathematical Modelling & Simulation
Development of analytical, simulation-based and machine learning models for complex technical, industrial and organizational systems, including agent-based and discrete-event models.
Complex Systems & System Modelling
Application of nonlinear dynamics and complex systems theory to production, logistics and organizational systems.
Data Science Consulting & ML Prototyping
Structuring of ambiguous client, business and engineering problems into data science workflows, ML prototypes, simulation concepts and decision-support systems.
Predictive Analytics & Forecasting
Design and implementation of predictive analytics solutions for forecasting, classification and operational decision support in enterprise environments.
Statistical Modelling & Uncertainty Quantification
Application of probabilistic modelling and statistical uncertainty quantification to engineering validation, reliability assessment and failure prediction.
Python & Scientific Computing
Proficiency in Python with libraries such as NumPy, SciPy, pandas, scikit-learn and PyTorch for data analysis, modelling and machine learning.
SQL & Data Engineering
Use of SQL and R alongside Python for data querying, transformation and analytical pipeline development.
Erfahrung
Berufserfahrungmehr als 10 Jahre
Freelancer seit2019
Sprachen
DeutschMutterspracheEnglischMuttersprache
Projekthistorie
Structured ambiguous client, business and engineering problems into data science, modelling and decision-support workflows. Developed analytical, simulation-based and machine learning models for complex technical, industrial and organizational systems. Designed predictive analytics and ML prototypes for forecasting, classification, anomaly detection and operational decision support. Built scalable analytics workflows for integration into cloud-based and enterprise environments.
Developed probabilistic modelling approaches for failure prediction and remaining useful life estimation of gas turbine components using multivariate sensor data. Applied statistical uncertainty quantification to engineering validation, reliability assessment and predictive maintenance.
Designed and implemented agent-based and simulation models for decentralized coordination, emergent behaviour and stability regimes.
Zertifikate
DevOps Foundation
DevOps Institute2025
PRINCE2 Practitioner
PeopleCert2024
PRINCE2 Foundation
PeopleCert2024
Professional Scrum Master I (PSM I)
Scrum.org2024
Professional Scrum Product Owner I (PSPO I)
Scrum.org2024