Professional Summary

Georg is a Senior data expert at Magenta and a ML-ops engineer at ASCII. He is solving challenges with data. His interests include geospatial graphs and time series. Georg transitions the data platform of Magenta to the cloud and is handling large scale multi-modal ML-ops challenges at ASCII.

Education

Dr. techn. Informatics

2019-09-01
2022-12-01

TU Wien

MSc in Business Informatics

2015-09-01
2018-06-01

TU Wien

BSc in Business Informatics

2012-09-01
2015-06-01

TU Wien

Interests

Geo-spatial analytics Time series Network analytics Large and fast data Responsible AI Knowledge graphs
My interests

I am tackling challenging and impactful data challenges in industry and research. I blog about the local data stack and data related topics and organize local data meetups.

Sometimes, it looks crazy - but it is just complex!

Please reach out to for research collaborations 😃

Specialties: Data Architecture, Leadership, Software Engineering, Strategic Planning, Content Creation

Featured Publications
Identifying the root cause of cable network problems with machine learning featured image

Identifying the root cause of cable network problems with machine learning

Good quality network connectivity is ever more important. For hybrid fiber coaxial (HFC) networks, searching for upstream high noise in the past was cumbersome and time-consuming. …

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Dr. Georg Heiler
Monitoring supply networks from mobile phone data for estimating the systemic risk of an economy featured image

Monitoring supply networks from mobile phone data for estimating the systemic risk of an economy

Remarkably little is known about the structure, formation, and dynamics of supply- and production networks that form one foundation of society. Neither the resilience of these …

Tobias Reisch
Recent News
Metaxy + Dagster-Slurm for Efficient Multimodal Pipelines featured image

Metaxy + Dagster-Slurm for Efficient Multimodal Pipelines

How to combine Metaxy, Dagster-Slurm, Docling, and Ray to run incremental multimodal pipelines on sovereign AI infrastructure.

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Dr. Georg Heiler
Rediscovering the SUPER in Supercomputing featured image

Rediscovering the SUPER in Supercomputing

Improving developer experience on HPC systems with dagster.

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Hernan Picatto
Battle of the Analytics Engines featured image

Battle of the Analytics Engines

Ranking of OLAP and analytics engines using public benchmarks powered by ELO ratings. Explore the leaderboard

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Dr. Georg Heiler
LLM in a box template featured image

LLM in a box template

Flexible access to genai models for both API and chat usage

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Dr. Georg Heiler
Pixi in the enterprise featured image

Pixi in the enterprise

Enterprise grade artifact management for pixi

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Dr. Georg Heiler
Recent & Upcoming Talks
Scaling Data Pipelines @Magenta Telekom featured image

Scaling Data Pipelines @Magenta Telekom

Making humans and machines collaborate efficiently.

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Dr. Georg Heiler
Simple Sovereign Scalable Data Stack featured image

Simple Sovereign Scalable Data Stack

**Duck taming** the tigers of distributed systems. Join us for a practical talk on building a fast, portable, and sovereign data & AI stack with: DuckDB, Dagster, Ray, Small …

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Dr. Georg Heiler
Simple Sovereign Scalable Data Stack featured image

Simple Sovereign Scalable Data Stack

Tired of cloud lock-in and surprise bills? This talk shows how to build a fast, portable analytics stack around DuckDB and Dagster. Along the way of our journey to sovereignty and …

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Dr. Georg Heiler
Scaling data pipelines (Big Data Minds conference Frankfurt) featured image

Scaling data pipelines (Big Data Minds conference Frankfurt)

Datenabhängigkeiten, Tool-Silos und Entwicklungsprozesse müssen keine Hindernisse sein – sie können gezielt zu einem integralen Bestandteil einer leistungsfähigen Datenplattform …

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Dr. Georg Heiler
Scaling data pipelines @Magenta Telekom featured image

Scaling data pipelines @Magenta Telekom

Tackling data challenges via the orchestrator.

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Dr. Georg Heiler
Recent Publications
(2024). Cost-Effective Big Data Orchestration Using Dagster: A Multi-Platform Approach. Cost-Effective Big Data Orchestration Using Dagster: A Multi-Platform Approach.
(2024). The diaspora model for human migration. The diaspora model for human migration.
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(2023). Visual analytics of mobility network changes observed using mobile phone data during COVID-19 pandemic. VISUAL ANALYTICS OF MOBILITY NETWORK CHANGES OBSERVED USING MOBILE PHONE DATA DURING COVID-19 PANDEMIC.
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