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Dean Pleban

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Dean Pleban

Cookiecutter MLOps — A production-focused ML project template

Many people discuss MLOps and how to get models into production, but few share practical tips you can implement and see immediate value.

11 min readDec 19, 2022

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Cookiecutter MLOps — A production-focused ML project template

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Dean Pleban
in
Towards Data Science

Introducing the Machine Learning Reproducibility Scale

Quantifying machine learning reproducibility and presenting a unified ranking system for project reproducibility

9 min readNov 16, 2021

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Introducing the Machine Learning Reproducibility Scale

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Dean Pleban
in
Towards Data Science

Solve your MLOps Problems with an Open Source Data Science Stack

A list of common problems and solutions for open source data science stack, with comments on when they’re better/worse for that issue.

12 min readJun 2, 2021

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Solve your MLOps Problems with an Open Source Data Science Stack

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Dean Pleban
in
Towards Data Science

Code to production-ready machine learning in 4 steps

How we turned a data science code repository into a data & model versioned, experiment tracked project, ready for production

8 min readFeb 3, 2021

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Code to production-ready machine learning in 4 steps

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Dean Pleban
in
Towards Data Science

Docker for Data Science — A Step by Step Guide

Create an ML workspace running on your machine via Docker, packed with the ML libraries you need, VSCode, Jupyter, and lots of other…

8 min readOct 18, 2020

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Docker for Data Science — A Step by Step Guide

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Dean Pleban
in
Towards Data Science

Data Science Pull Requests — A Method for Data Science Review & Merging

A step forward for MLOps and unlocking Open Source Data Science

7 min readSep 30, 2020

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Data Science Pull Requests — A Method for Data Science Review & Merging

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Dean Pleban
in
Towards Data Science

How COVID-19 is changing Data Science Workflows

COVID-19 is changing a lot of things. What can data scientists do to make the most out of the situation?

6 min readApr 15, 2020

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DAGs is doing his part to fight COVID-19

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Dean Pleban
in
Towards Data Science

Making a case for Open Source Data Science (OSDS)

Open Source Software has changed our lives. But where is Open Source Data Science? and why should we care?

9 min readFeb 2, 2020

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Storm troopers collaborating to charge an iPhone

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Dean Pleban

Dean Pleban

Co-Founder & CEO of DagsHub. Building the home for data science collaboration. Interested in machine learning, physics and philosophy. Join https://DAGsHub.com

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