AWS Development Exercise Software Architecture 
The Netflix TechBlog
DECEMBER 3, 2019
The infrastructure should allow them to exercise their freedom as data scientists but it should provide enough guardrails and scaffolding, so they don’t have to worry about software architecture too much. For more details, read this page about Metaflow’s integration with AWS. Metaflow removes this cognitive overhead.
The Netflix TechBlog
DECEMBER 3, 2019
The infrastructure should allow them to exercise their freedom as data scientists but it should provide enough guardrails and scaffolding, so they don’t have to worry about software architecture too much. For more details, read this page about Metaflow’s integration with AWS. Metaflow removes this cognitive overhead.
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O'Reilly
OCTOBER 19, 2021
As with many burgeoning fields and disciplines, we don’t yet have a shared canonical infrastructure stack or best practices for developing and deploying data-intensive applications. To make ML applications production-ready from the beginning, developers must adhere to the same set of standards as all other production-grade software.
All Things Distributed
NOVEMBER 15, 2010
These trade-offs have even impacted the way the lowest level building blocks in our computer architectures have been designed. Modern CPUs strongly favor lower latency of operations with clock cycles in the nanoseconds and we have built general purpose software architectures that can exploit these low latencies very well.Â
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