Tag: legacy
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Spot the difference in ML costs (28 Jan 2021)
Spot instances are a great option for anyone training machine learning models; they're much cheaper than other on-demand options, albeit with some drawbacks. -
Is your Machine Learning Reproducible? (19 Jan 2021)
Short answer: not really, but it can become better! -
A most unusual year (26 Dec 2020)
A retrospective of some of the decisions that caused us to pivot from a focused machine learning consultancy to deciding to build an open-source MLOps tool. -
ZenML will be open source (11 Nov 2020)
An overview of some of the capabilities that ZenML will unlock for our users. -
MLOps: Learning from history (09 Nov 2020)
MLOps isn't just about new technologies and coding practices. Getting better at productionizing your models also likely requires some institutional and/or organisational shifts. -
Why ML in production is (still) broken - [#MLOps2020] (26 Jun 2020)
The MLOps movement and associated new tooling is starting to help tackle the very real technical debt problems associated with machine learning in production. -
Distributed PCA using TFX (27 Feb 2020)
We use PCA to reduce the dimension of input vectors while retaining maximal variance.