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

The Netflix TechBlog

About two years ago, we, at our newly formed Machine Learning Infrastructure team started asking our data scientists a question: “What is the hardest thing for you as a data scientist at Netflix?” Our job as a Machine Learning Infrastructure team would therefore not be mainly about enabling new technical feats.

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

The Netflix TechBlog

About two years ago, we, at our newly formed Machine Learning Infrastructure team started asking our data scientists a question: “What is the hardest thing for you as a data scientist at Netflix?” Our job as a Machine Learning Infrastructure team would therefore not be mainly about enabling new technical feats.

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Legacy Architecture Modernisation With Strategic Domain-Driven Design

Strategic Tech

remember, it’s not a waterfall project Tools and Techniques There are plentiful tools and techniques available to you in your modernisation initiative. This means a software architecture should be purposely designed for the most favourable business consequences. both the infrastructure technology (e.g.

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How architecture evolves into strategy

O'Reilly Software

It's a given that we must design a system, including a local software architecture, that actually runs, that is "solid." The ones I focus on most are scalability, availability, maintainability, manageability, monitorability, extensibility, interoperability, portability, security, and performance. Solid doesn't mean inflexible.

Strategy 100