Martin Zinkevich, Research Scientist at Google, just compiled a large list (43 to be exact) of best practices for building machine learning systems.
Rules of Machine Learning:
Best Practices for ML Engineering
If you do data engineering or are involved with building data science systems, this document is worth a look.
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