Lean Data Science
4 likes815 views
The document discusses the challenges and methodologies in data science, emphasizing the importance of efficiency and collaboration. It contrasts data science with R&D and software development, highlighting the need for simpler solutions and effective communication. Key takeaways include the value of a minimum viable model and fostering empathy within teams.
1 of 18
Downloaded 10 times
More Related Content
What's hot (20)
Viewers also liked (19)
Ad
Similar to Lean Data Science (20)
Ad
More from Domino Data Lab (20)
Recently uploaded (20)
PDF
“NPU IP Hardware Shaped Through Software and Use-case Analysis,” a Presentati...Edge AI and Vision AlliancePDF
“Computer Vision at Sea: Automated Fish Tracking for Sustainable Fishing,” a ...Edge AI and Vision AlliancePPTX
Agentforce World Tour Toronto '25 - Supercharge MuleSoft Development with Mod...Alexandra N. MartinezPDF
NASA A Researcher’s Guide to International Space Station : Physical Sciences ...Dr. PANKAJ DHUSSA“NPU IP Hardware Shaped Through Software and Use-case Analysis,” a Presentati...Edge AI and Vision Alliance
“Computer Vision at Sea: Automated Fish Tracking for Sustainable Fishing,” a ...Edge AI and Vision Alliance
Agentforce World Tour Toronto '25 - Supercharge MuleSoft Development with Mod...Alexandra N. Martinez
Lean Data Science
- 1. LEAN DATA SCIENCE Noelle Sio Saldana @noellesio February 2017
- 2. DATA SCIENCE IS AWESOME Data Science is awesome!
- 3. DATA SCIENCE CAN MAKE ___ BETTER Data Science is awesome!
- 4. ...BUT IT’S A LOT OF WORK
- 5. ISN’T THERE A BETTER WAY TO DO THIS? (We are Data Scientists, after all.)
- 6. Is Data Science more like R&D or software?
- 7. R&D “I want to test this hypothesis” Success is measured by model fit
- 8. SOFTWARE “I want to change the way people act” Success is measured by impact
- 12. Just ship it already Minimum Viable Models
- 13. Do you have an ‘Alpha Nerd’ problem?
- 14. Pair Programming works for Data Scientists, too.
- 15. 15 Let’s Communicate More (Or why we have scrums and retrospectives)
- 17. Some takeaways 1) Problems can have simpler solutions 2) More communication is a good thing 3) We’re all in this together
- 18. THANK YOU