Simon Stiebellehner – Medium

Simon Stiebellehner

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Simon Stiebellehner
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Python in Plain English

MLOps in a Nutshell: Model Registry, ML Metadata Store and Model Pipeline

The following is a collection of three shorter-form content pieces I’ve published on LinkedIn. They present three core MLOps (Machine…

5 min readJul 31, 2023

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MLOps in a Nutshell: Model Registry, ML Metadata Store and Model Pipeline

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Simon Stiebellehner

Beyond the Random Seed: Achieving Long-Term Model Reproducibility through Time Travel and Data…

“I know an MLOps joke, but it’s hard to reproduce.”

9 min readJun 1, 2023

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Beyond the Random Seed: Achieving Long-Term Model Reproducibility through Time Travel and Data…

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Simon Stiebellehner

Vertical first, horizontal second.

Why you should break through to production early when developing machine learning systems and how MLOps facilitates this.

10 min readFeb 27, 2022

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Vertical first, horizontal second.

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Simon Stiebellehner
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AWS Tip

Speed up development an deploy more confidently — Validate your SageMaker Pipeline offline

In God we trust. Everything else we validate.

10 min readJun 7, 2023

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Speed up development an deploy more confidently — Validate your SageMaker Pipeline offline

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Simon Stiebellehner
in
AWS Tip

5 Tricks to improve Robustness and Efficiency of SageMaker Pipelines

Handling transient errors and inefficient runs.

8 min readApr 19, 2022

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5 Tricks to improve Robustness and Efficiency of SageMaker Pipelines

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Simon Stiebellehner
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ITNEXT

The “Datadogs” of tomorrow. How the Data Quality, Monitoring & Observability wave is building up.

Yes, Data Quality is a thing. Finally.

7 min readApr 10, 2022

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The “Datadogs” of tomorrow. How the Data Quality, Monitoring & Observability wave is building up.

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Simon Stiebellehner

Simon Stiebellehner

I am lecturer in Data Mining & Data Warehousing at University of Applied Sciences Vienna and Lead MLOps Engineer at Transaction Monitoring Netherlands (TMNL).

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