Digital Transformation with AI and Data - PydataDC 2016 in CapitalOne

1. * data =
transformation
Sri Ambati, engineer
@srisatish @h2oai

2. algorithms + data =
business

3. algorithms + data + people
= transformation

4. transformation
with data + ai

5. Time is the only non-renewable resource!

6. Come gather round people
Admit the h2o around you has grown.
If your time to you is worth savin’!

7. Code is changing the world!

8. Code is changing the world.
aka
Software is eating the world
Value has shifted to asset-light platforms

9. vertical is the new horizontal
data products
2022
code is a commodity
data ecosystems & alliances
Brand
Community

10. Focus shifted from internal to external interactions!
From Rule-based to Pattern Recognition!

11. Microservices, not monolithic applications!

12. Enterprises reinventing as micro businesses!

13. Open source is defense of Community with Code

14. Open source is defense of Community with product
It’s pull not push.
PR means Pull Request.
Freedom not free.
It’s pull not push.
PR means Pull Request.
Freedom not free.

15. make software, not just consume it!

16. Nurture Community
with beautiful data products
convergence

17. convergence

18. AutoML
Deep Learning
data
feedback
user
anatomy of a data product

19. learning rate
data

20. learning

21. data science is the search for truth

22. data
accuracyexperience
api
design
Python
algorithms
speed
1k
10k
1m
text
Image
features

24. Learning + Scoring
Online Learning

26. Power law of Networks
Data
Product
User
Interaction
Data
1 idea
4 ideas
Infinite Ideas
6 ideas
3 ideas
2 ideas

28. Build ecosystems, not just products!
Raise a forest, not just a tree!

29. data is a team sport

30. Data
is a
Team
Sport!
Algorithms
Data
Design
Business
Apps
Domain

31. culture is your co-founder
startups are team sports!

32. Why make one CEO if you can make 10?

33. Inspire 10 great women CEOs!
Change will come in spades!

34. Every generation needs to fight its revolution!

35. 40,000 fmri studies invalidated due to a bug.
Open Source and Open Data is the path!

36. Open Data Ecosystems.
Open Source Diagnostics Software.
Open Source Algorithms to fight Disease.
Data Products to Save Lives!
Consumers integrate verticals.

37. StoryTelling is a human endeavor!
Interpretation.
Signal as an API.

38. StoryTelling is a human endeavor!
Interpretation.
Signal as an API.

39. 20,000 Simulations
FiveThirtyEight.com

40. Data Journalism and Visual Intelligence
starts where data science ends
Data Scientist = 100% data
Business Unit = 85% data, 15% storytelling
Executive = 15% data, 85% storytelling
Board = 100% storytelling

41. AI is eating Software!

42. Software that trains itself with data.
AI is eating Software!

44. AI is disruptive.
Manufacturing Intelligence.
Make us more human.
Being human beings is a process.

45. Struggle is the Story!

46. You better lose yourself in the music, the moment
You own it, you better never let it go!