DevOpsDaysRiga 2018: Thiago de Faria - Chaos while deploying ML and making sure AI doesn't hurt your app
0 likesâ˘48 views
The document discusses the integration of AI in DevOps, highlighting the challenges and opportunities of deploying AI applications. It includes dialogues from a conference about creating a cloud-native application using AI and blockchain technology. Key topics addressed include model building, feature engineering, and the impact of organizational culture on AI implementation.
DevOpsDaysRiga 2018: Thiago de Faria - Chaos while deploying ML and making sure AI doesn't hurt your app
- 1. #DevOpsDaysRiga @thiagoavadore Thiago de Faria DataOps & AI Lead ⨠@LINKIT Chaos while deploying AI and making sure it doesnât hurt your app
- 6. #DevOpsDaysRiga @thiagoavadore GOOGLE AI MAKES PHONE CALLS??!!⨠CAN YOU DO SOMETHING LIKE THAT USING THAT TENSORFLOW STUFF?⨠IT WOULD REALLY HELP US GET MORE FUNDING. - PERSON A, VP OF PRODUCT, LAST WEEK
- 7. #DevOpsDaysRiga @thiagoavadore WAIT⌠CAN YOU ALSO DO THAT IN A CONTAINER USING BLOCKCHAIN? - PERSON B, ONE DAY LATER * PERSON B WAS APPOINTED VP OF PRODUCT
- 8. #DevOpsDaysRiga @thiagoavadore SO OBVIOUS! WE WILL CREATE AN AI DEVOPS CLOUD NATIVE APPLICATION ON KUBERNETES USING BLOCKCHAIN THAT THE USER WILL EXPERIENCE WITH A VR HEADSET AND THIS WILL BE OUR DIGITAL TRANSFORMATION DISRUPTIVE STRATEGY! - PERSON C, YESTERDAY * PERSON C IS THE NEW CEO
- 9. @thiagoavadore#DevOpsDaysRiga AI MAKE COMPUTERS CAPABLE OF DOING THINGS THAT WHEN DONE BY A HUMAN, WOULD BE THOUGHT TO REQUIRE INTELLIGENCE
- 10. #DevOpsDaysRiga @thiagoavadore AI MACHINE LEARNING MAKE MACHINES FIND PATTERNS WITHOUT EXPLICITLY PROGRAMMING THEM TO DO SO
- 13. #DevOpsDaysRiga @thiagoavadore WHILE YOU ROCK & THROUGHPUT INCREASES, A DATA SCIENTIST BUILDS A MODELâŚ
- 15. #DevOpsDaysRiga @thiagoavadore CSV's ON A LAPTOP..
- 18. @thiagoavadore#DevOpsDaysRiga WE ARE AN AI COMPANY!
- 20. @thiagoavadore#DevOpsDaysRiga THE TIMELESS CONFLICT⨠⨠PART II - THE RETURN OF AI IT Ops Dev ML Dev
- 21. #DevOpsDaysRiga @thiagoavadore PROBLEMS I HAVE SEEN⨠(some I may have even causedâŚ)
- 22. @thiagoavadore#DevOpsDaysRiga DOING WHAT YOU ARE NOT GOOD & HIRED FORâŚ
- 25. #DevOpsDaysRiga @thiagoavadore MODEL DRIFT & FRAGILITY
- 30. #DevOpsDaysRiga @thiagoavadore DEMO GODS, be kind⌠⢠Development visibility ⢠Code reusability ⢠Sharing ⢠Serving a model as REST ⢠Packaging the model ⌠more will come!
- 31. @thiagoavadore#DevOpsDaysRiga The amazing pictures are from the great JD Hancock! http://photos.jdhancock.com/