Inextricably Linked: Reproducibility & Productivity in Data Science & AI • Mark Coleman • GOTO 2018

This presentation was recorded at GOTO Copenhagen 2018. #gotocon #gotocph http://gotocph.com Mark Coleman - VP Marketing at dotscience and Marketing Chairperson for Cloud Native Computing Foundation ABSTRACT 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 [...] Download slides and read the full abstract here: https://gotocph.com/2018/sessions/583 https://twitter.com/gotocph https://www.facebook.com/GOTOConference https://www.linkedin.com/company/goto- http://gotocon.com #DataScience #AI #DevOps Looking for a unique learning experience? Attend the next GOTO Conference near you! Get your ticket at http://gotocon.com SUBSCRIBE TO OUR CHANNEL - new videos posted almost daily. https://www.youtube.com/user/GotoConferences/?sub_confirmation=1