SkillsCast

Inextricably Linked: Reproducibility and Productivity in Data Science and AI - Mark Coleman, VP Marketing, dotscience & Marketing Chairperson, Cloud Native Computing Foundation

9th May 2019 in London at Skills Matter

There are 2 other SkillsCasts available from The Blueprint Series #3: A modern approach to building Event-Driven Applications

Because it is more complex and has far more moving parts, Data Science & AI is where Software Development was in 1999: people are emailing and Slacking notebooks to each other, due to a lack of appropriate tooling. There are few CI/CD pipelines and model health monitoring is scarce. A lot that could be automated is still manual. And teams are siloed. This causes problems both for productivity: it's hard to collaborate, and reproducibility: which impacts on governance and compliance.

In this talk, Mark shares his team’s research comparing the evolution of Software Development & DevOps with that of Data Science & AI. Mark then presents a proposal for an architecture and a set of open source tools to solve both the collaboration and the governance problem in Data Science & AI.

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Inextricably Linked: Reproducibility and Productivity in Data Science and AI - Mark Coleman, VP Marketing, dotscience & Marketing Chairperson, Cloud Native Computing Foundation

SkillsCast

Because it is more complex and has far more moving parts, Data Science & AI is where Software Development was in 1999: people are emailing and Slacking notebooks to each other, due to a lack of appropriate tooling. There are few CI/CD pipelines and model health monitoring is scarce. A lot that could be automated is still manual. And teams are siloed. This causes problems both for productivity: it's hard to collaborate, and reproducibility: which impacts on governance and compliance.

In this talk, Mark shares his team’s research comparing the evolution of Software Development & DevOps with that of Data Science & AI. Mark then presents a proposal for an architecture and a set of open source tools to solve both the collaboration and the governance problem in Data Science & AI.

YOU MAY ALSO LIKE:

Thanks to our sponsors

About the Speaker

Inextricably Linked: Reproducibility and Productivity in Data Science and AI - Mark Coleman, VP Marketing, dotscience & Marketing Chairperson, Cloud Native Computing Foundation