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How to get the most out of data annotation
MLOps
5 Mins Read

How to get the most out of data annotation

I explain why data labeling and annotation should be seen as a key part of any machine learning workflow, and how you probably don't want to label data only at the beginning of your process.
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It's the data, silly!' How data-centric AI is driving MLOps
MLOps
9 Mins Read

It's the data, silly!' How data-centric AI is driving MLOps

ML practitioners today are embracing data-centric machine learning, because of its substantive effect on MLOps practices. In this article, we take a brief excursion into how data-centric machine learning is fuelling MLOps best practices, and why you should care about this change.
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Everything you ever wanted to know about MLOps maturity models
MLOps
6 Mins Read

Everything you ever wanted to know about MLOps maturity models

An exploration of some frameworks created by Google and Microsoft that can help think through improvements to how machine learning models get developed and deployed in production.
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Why ML should be written as pipelines from the get-go
MLOps
7 Mins Read

Why ML should be written as pipelines from the get-go

Eliminate technical debt with iterative, reproducible pipelines.
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