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Open-Sourcing Metaflow, a Human-Centric Framework for Data Science

The Netflix TechBlog

mainly because of mundane reasons related to software engineering. 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. Metaflow removes this cognitive overhead.

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MLOps and DevOps: Why Data Makes It Different

O'Reilly

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. In effect, the engineer designs and builds the world wherein the software operates. This approach is not novel.

DevOps 138
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Open-Sourcing Metaflow, a Human-Centric Framework for Data Science

The Netflix TechBlog

mainly because of mundane reasons related to software engineering. 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. Metaflow removes this cognitive overhead.

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A Clash of Mindsets: When New Products Depend on Existing Products

Strategic Tech

Sometimes, this can be achieved with relatively minimal disruption, like when the products are highly distinct and can be developed fully in-parallel. Since then, Google Maps has become the foundation for many other innovations after being opened up to developers via APIs. This is often not the case, however.

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Uncovering Hidden Business Rules with DDD Aggregates

Strategic Tech

Defining Aggregate Boundaries Deciding that specific business operations should succeed or fail together sounds like a simple requirements gathering exercise. In the software system, we need to decide the business transaction boundaries aka DDD Aggregates. The developers decide that a single 10 minute Slot is their Aggregate boundary.