16.07.2025 aktualisiert


Premiumkunde
100 % verfügbarpython, DevOps, MLOps, AWS
Wien, Österreich
Weltweit
Master Mathematics; PhD StatisticsSkills
Amazon Web ServicesData AnalysisCloud ComputingDevOpsDataOps
I am a trained mathematician and statistician with a wide experience in digitalisation projects and a strong focus on data driven solutions. After working as a part time freelancer I founded my own consulting company in 2013 with up to 10 technitians which I sold in 2023 to return to freelance work.
Erfahrung
Berufserfahrung5 - 10 Jahre
Freelancer seit2013
Sprachen
DeutschMutterspracheEnglischverhandlungssicher
Projekthistorie
Design of multi account setup for scalable ML operations environment including access management,
policy management, Security Design and definition of governance processes
* Interface development and integration of on premise data sources.
* Design and implementation of Kappa architecture
* Set up data lake with data catalog and data governance as a centralized source for Data
science teams
* MLOps for existing ML solutions and migration to cloud platform
* Continuous monitored re-training process
* Scale out of existing ML models to multiple production lines
* ML and data quality monitoring system
* Migration of internal data processing logic to cloud native scalable serverless architecture
* Coordination and implementation of security requirements and network design with company
IT
Python, Terraform, AWS, Sagemaker, Glue, Athena, Serverless, GitHub Actions, MongoDB, IAM,
MLFlow, Grafana
policy management, Security Design and definition of governance processes
* Interface development and integration of on premise data sources.
* Design and implementation of Kappa architecture
* Set up data lake with data catalog and data governance as a centralized source for Data
science teams
* MLOps for existing ML solutions and migration to cloud platform
* Continuous monitored re-training process
* Scale out of existing ML models to multiple production lines
* ML and data quality monitoring system
* Migration of internal data processing logic to cloud native scalable serverless architecture
* Coordination and implementation of security requirements and network design with company
IT
Python, Terraform, AWS, Sagemaker, Glue, Athena, Serverless, GitHub Actions, MongoDB, IAM,
MLFlow, Grafana
* Predictive maintenance & machine learning
* Statistical forecasting methods
* Data mining methods
* Detailed production configuration based on data driven decision making
* Automated product quality classification
* Development of business analytics tool
* BI reporting & Dashboarding
* Data collection and web-based survey development
* Automated AI based waste classification
* AI based keywording of technical documents
* Project Management and Project Lead
R, Shiny, Python, Dash, VueJS, Gitlab (CI/CD), App Development, Kubernetes, Docker, NoSQL,
Hybrid & Multicloud Designs, AWS, Azure, PowerBI, AzureDevOps
* Statistical forecasting methods
* Data mining methods
* Detailed production configuration based on data driven decision making
* Automated product quality classification
* Development of business analytics tool
* BI reporting & Dashboarding
* Data collection and web-based survey development
* Automated AI based waste classification
* AI based keywording of technical documents
* Project Management and Project Lead
R, Shiny, Python, Dash, VueJS, Gitlab (CI/CD), App Development, Kubernetes, Docker, NoSQL,
Hybrid & Multicloud Designs, AWS, Azure, PowerBI, AzureDevOps
* Data quality assessment / data screening
* Time series analysis
* Outlier detection / data error detection
* Statistics for industrial development reports
R, SQL, Latex
* Time series analysis
* Outlier detection / data error detection
* Statistics for industrial development reports
R, SQL, Latex
Zertifikate
AWS Certified Cloud Practitioner
VuePearson2024