Data is the only vertical, Machine Learning, bigdata, artificial intelligence - Powered by the open source machine learning software H2O.ai. Contributors welcome at: https://github.com/h2oai - To view videos on H2O open source machine learning software, go to: https://www.youtube.com/user/0xdata

1. Welcome to

2. THANK YOU

3. Every generation needs to fight its revolution!

4. Data Culture leads Transformation
Sri Ambati, maker @ H2O.ai

5. Come gather round people wherever you roam!
Admit that the waters around you have grown!

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

7. Time is the only non-renewable resource!

10. Software is eating the world.. even friends!

11. 2016 2022
Discover your Competition!
Code is a Commodity!
Value of Data Products
Software is eating your world!Verticals

12. Verticalisthenewhorizontal!

13. 2016 2022
Data Products
Community
Value of Data Products
Vertical is the new horizontal!
Brand
data ecosystems & alliances
Dataistheonlyvertical

14. Nurture Community love with beautiful data products!

15. Value delinked from the Physical!
Rise of Platform Enterprise, Peter C Evans et al of Center for Global Enterprise, 2015

17. Shift focus from internal to the external
Value from Product to Ecosystem

18. Open Source - defense of the Community with product
Its Pull not Push!
PR means Pull Request!
Freedom not Free.

19. H2O is a movement bringing AI to Business.
culture of data.

20. H2O is a movement bringing AI to Business.
culture of data
leads
transformation

21. H 2 O C O M M U N I T Y & A D O P T I O N
C O M PA N I E S
1/14 7/14 1/15 1/16
5,000
1,800
600
35

22. S M A R T A P P L I C AT I O N S
B U L K & S T R E A M I N G

23. AI is eating Software!

25. From: Rule-based
Applications
To: Pattern Recognition
Data Products

26. algorithm + data = business

27. H2O.ai
Machine Intelligence
H2O Use Cases: Videos and Talks
Auto Insurance
UBI Telematics
Commercial Insurance
Risk Analytics
Financial Services
Customer Insights
Digital Marketing
Consumer Behavior
Pawan Divarkarla
Data and Analytics
Business Leader
“H2O is an enabler in
how people are thinking
about data.”
Conor Jensen
Analytics Director
“Advanced analytics
was one of the key
investments we
decided to make.”
Brendan Herger
Data Scientist
“H2O is the best solution to to
iterate very quickly on large
datasets and produce meaning
models.”
Satya Satyamoorthy
Director, Software Dev
"I am a big fan of open
source. H2O is the best fit in
terms of cost as well as ease
of use and scalability and
usability.”
Play Video Play Video Play Video Play Video
Progressive Zurich Capital One Nielsen

28. H2O.ai
Machine Intelligence
H2O Use Cases: Videos and Talks
Digital Marketing
Marketing Optimization
Healthcare
Advanced Alert Monitoring
Financial Services
Customer Churn
Insurance
Product Recommendation
Prateem Mandal
Technical Lead Architect
“H2O gave us the capability
to do Big Modeling.
There is no limit to scaling in
H2O.”
Taposh Dutta Roy
Data & Science Manager
Machine Learning to Save
Lives
Julian Bharadwaj
Data Scientist
Solving Customer Churn
with Machine Learning
Vishal Bamba
VP, Strategy & Architecture
Transamerica Product
Recommendation Platform
Play Video Play Video Play Video Play Video
Marketshare Kaiser PayPal Transamerica

29. FLEET TELEMATICS: PREVENTIVE MAINTENANCE
PROBLEM
• Fleet telematics—analyze maintenance
records and vehicle performance
• Make predictions on when to do
preventive maintenance. Couldn’t scale.
Took days to create models
“Annual Savings are $7M”
– Member Technical Staff
Leading Telecom Operator
CUSTOMER SERVICE: AVOIDABLE TRUCK ROLL
•High volume of support calls, large scale
systems for 10Ms of customers, 100Ms
devices. Prevent “care avoidable” costs.
•Paid technicians are deployed onsite to
resolve issues that could have been resolved
over the phone
World’s Largest Cable and
Broadcasting Company

30. algorithm + data + people
= business transformation

32. Make software, not just consume it!

34. Siri, Where is the Silicon Valley of the Company?

35. Right here in the audience!

36. Data is a Team Sport!

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

38. Siri, What is the Killer Application of Big Data?

39. Data Product

41. What are the rules of this game?
There are no rules!
Data Product?

42. Learn & Listen, not Rule!
Data Product

44. bias vs variance
Encapsulate Data Science
Causality not just correlation!
local vs global

45. Data Product and Smart Applications!
Listen Learn, not Rule
Rules
On Data
UX
Learn
From Data
Design API API
Design
API
Design
API
Design
learn
MicroServices
feedback loops
Cloud Native

46. Data Dependencies cost more than
C0de Dependencies
Data Products need new Tools!
ML pipeline jungles.
Configuration Debt
Tracing, Instrumentation
A changin’ world makes data products unstable

48. Interpretation.
Signal is the API
Make sense of the Math
Telling Stories.
Data Driven Decision Making Takes Courage!

49. Make app stores, not monolithic apps!

51. Anecdotal
Data Driven
Team WorkRock Stars
2016
How do we incentivize Team Sport?

53. People
IOT
Cloud
Data
ML
Design, DevOps, Data Scientists, Data Engineers, App Devs
App Store
Value
Business Transformation
Steam
Operationalize Data Science
fast
accurate
governed
H2O
Data Lake

55. partner. build ecosystems.
Raise a forest, not just a tree!

56. From Resource Control to Orchestration
From Internal optimization to External Interaction

57. Win trust of customers,
not just win quarters!

58. Algorithms roadmap a partnership with your team!

59. Algorithms roadmap a partnership with Customers!
and the Community

60. Data is the new Clay!

61. Data Preparation.
Curating Right Data.
Joins. Filters. Group By
Domain Experiences

62. Steam
Speed: elasticML
Accuracy: autoML
Govern: Model Governance
Deliver: Scoring Server
Tools for AI - Interpretation
Intelligence is the new API

63. Design Patterns for Smarter Applications
Web Application / Tomcat
REST-API
Storm bolts over Kafka
Python / Java
Node.js / React
JSON / REST-API
AWS Lambda/RDS
JSON / REST-API
Standard
Data Product
Virtuous Cycle of User Interaction
Data
Product
User
Interaction
Data

64. Design Patterns - Networks
Data
Product
User
Interaction
Data
1 idea
2 ideas
3 ideas
4 ideas
6 ideas
Infinite Ideas

65. Citizen Data Science
Prediction is the new Search
Steam
autoML

66. BTU
noun, physics, british thermal unit –
amount of heat required to raise temp of 1lb water by 1F
Business Transformation Unit

67. BTU
Business Transformation Unit

68. Business Transformation Units
CTO
Design Thinker
Data Engineer
Data Scientist
DevOps & Cloud
Financial Wiz
Program Mgr
Marketing
Salesmanship
Dreamer
Domain Scientist
IRR
Business Process

69. After the game is before the game!

71. We shall not cease from exploration,
And the end of all our exploring
Will be to arrive where we started
And know the place for the first time.
T. S. Eliot said that.

72. THANK YOU

73. Every generation needs to fight its revolution!

74. Data sanskrit. plural of datum.
to give. to impact with energy.
mineral rich in energy.
Transformation

75. I’ll let you be in my dreams if I can be in yours.
bob dylan said that.