DataIku - BDE

Transcript

1. Big Data meets Frugal AI Big Data Expo - Utrecht 2022 Shaun McGirr RVP AI Strategy - EMEA, Dataiku
2. More data ≄ More value
3. Welcome skeptics! 1. Seen it all before 2. Sampled a population 3. More data -> more cost(s)
7. More data ≄ More value 1. Seen it all before ✅ 2. Sampled a population 3. More data -> more cost(s)
9. Accounting ≄ Insight
10. Plenty of consequences Not many consequences Plenty of time Sample to iterate! Sample for efficiency! Not enough time Sample for speed! Sample for focus!
11. Plenty of consequences Not many consequences Plenty of time Sample to iterate! Sample for efficiency! Not enough time Sample for speed! Sample for focus! Many of the decisions we want to make, do not require that we collect, store or process more data.
12. More data ≄ More value 1. Seen it all before ✅ 2. Sampled a population ✅ 3. More data -> more cost(s)
13. 2012 Data is the new oil Gather as much as you can Store it as long as you can Process it any way you can
14. 2012 Data is the new oil Gather as much as you can Store it as long as you can Process it any way you can 2022 Who wants data to be like oil? Do we have the right to gather it? How long can we defend storing it? What processing will generate value?
15. Frugal AI: training AI systems with little resources
17. 3. More data -> more cost(s) Economics of AI implode Harms of AI explode AI replaces us
18. How to do things to data? ✅
19. How to do things to data? ✅ What should we do with data? And who will do the work?
20. Meet your future Citizen Data Scientists Commercial Analyst Statistician / Research Scientist Product Manager I want a safe playground with a low entry barrier to make better and faster decisions I am already an expert in my field but want to explore new techniques to innovate faster I want to be a strategic adviser to the business but I get stuck with reporting
21. In semiconductor manufacturing, a critical quality and manufacturability figure of merit is the ability to detect and resolve manufacturing issues as quickly as possible (TTD - time to detect). Thanks to Dataiku, Adnan was able to leverage virtual metrology to detect issues real-time.This resulted in millions of savings in terms of material and engineering costs. Adnan participated in NXP’s state of the art Citizen Data Scientist program, who has upskilled 200+ employees to apply data science to their daily job How an NXP quality engineer leveraged machine learning in Dataiku to reduce time to detect quality issues and won a Frontrunner Award! Adnan Chowdhury Manufacturing Quality Engineer https://community.dataiku.com/t5/Dataiku-Frontrunner-A miconductors-Reducing-Detection-Time-of-Manufacturi
22. ➔ Under many conditions, we will deliver more business value with less data ➔ Frugal AI unifies avoidance of “bigger is better” thinking, with sensible product design principles like “less is more” ➔ Ask questions of your customers first, and shoot for your solution later Big Data meets Frugal AI .Takeaway. .messages.
23. THANK YOU shaun.mcgirr@dataiku.com