Tag: legacy

• 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.