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mcfunley: ‘I think at least 50% of my career has been either contributing to or unwinding one [Martin] Fowler-inspired disaster or another.’ See also: continuous deployment, polyglot programming, microservices Relevant meme: https://twitter.com/mcfunley/status/857641303521206272/photo/1
(tags: funny quotes architecture architecture-astronauts martin-fowler cargo-cults coding design-patterns enterprise continuous-deployment cd polyglot-programming microservices experts)
Instead of containerization, give me strong config & deployment primitives
Reasonable list of things Docker does badly at the moment, and a call to fix them. I still think Docker/rkt are a solid approach, if not 100% there yet though
(tags: docker containers complaining whinge networking swarm deployment architecture build packaging)
Developing a time-series “database” based on HdrHistogram
Histogram aggregation is definitely a sensible way to store this kind of data
(tags: storage elasticsearch metrics hdrhistogram histograms tideways)
‘What’s your ML Test Score? A rubric for ML production systems’
‘Using machine learning in real-world production systems is complicated by a host of issues not found in small toy examples or even large offline research experiments. Testing and monitoring are key considerations for assessing the production-readiness of an ML system. But how much testing and monitoring is enough? We present an ML Test Score rubric based on a set of actionable tests to help quantify these issues.’ Google paper on testable machine learning systems.
(tags: machine-learning testing ml papers google)