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Welcome to
THANK YOU
Data Culture leads Transformation
Sri Ambati, maker @ H2O.ai
Come gather round people wherever you roam!
Admit that the waters around you have grown!
Come gather round people wherever you roam!
Admit that h2o around you has grown!
If your time to you is worth savin’..
Time is the only non-renewable resource!
Software is eating the world.. even friends!
2016 2022
Discover your Competition!
Code is a Commodity!
Value of Data Products
Software is eating your world!Verticals
Verticalisthenewhorizontal!
Verticalisthenewhorizontal!
Vertical is the n w horizontal!
2016 2022
Data Products
Community
Value of Data Products
Vertical is the new horizontal!
Brand
data ecosystems & alliances
Nurture Community love with beautiful data products!
Open Source - defense of the Community with product
Its Pull not Push!
PR means Pull Request!
Freedom not Free.
H2O is a movement bringing AI to Business.
culture of data.
H2O is a movement bringing AI to Business.
culture of data
leads
transformation
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
algorithm + data = business
H2O.ai
Machine Intelligence
H2O Use Cases: Available 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
H2O.ai
Machine Intelligence
H2O Use Cases: Available 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
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
algorithm + data + people
= business transformation
Make software, not just consume it!
Siri, Where is the Silicon Valley of the Company?
Right here in the audience!
Data is a Team Sport!
Data
is a
Team Sport!
Algorithms
Data
Design
Business
Apps
Domain
Siri, What is the Killer Application of Big Data?
Data Product
What are the rules of this game?
There are no rules!
Data Product?
There is no spoon!
Data Product
Listen and learn, not rule!
Data Product
bias vs variance
Encapsulate Data Science
Causality not just correlation!
local vs global
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
Data Product and Smart Applications!
App Store
Rules
On Data
UX
Learn
From Data
Design API API
Design
API
Design
API
Design
learn
Cloud Native
Data Dependencies cost more than
C0de Dependencies
Data Products need new Tools!
ML pipeline jungles.
Configuration Debt
A changin’ world makes data products unstable
Interpretation.
Signal is the API
Make sense of the Math
Telling Stories.
Data Driven Decision Making Takes Courage!
Make app stores, not monolithic apps!
Anecdotal
Data Driven
Team WorkRock Stars
2016
How do we incentivize Team Sport?
People
IOT
Cloud
Data
ML
Design, DevOps, Data Scientists, Data Engineers, App Devs
App Store
$,$$$,$$$ $$, $$$,$$$
Business Transformation
Steam
Operationalize Data Science
fast
accurate
governed
H2O
partner. build ecosystems.
Raise a forest, not just a tree!
Win trust of customers,
not just win quarters!
Algorithms roadmap a partnership with your team!
Algorithms roadmap a partnership with Customers!
and the Community
Data is the new Clay!
Data Preparation.
Curating Right Data.
Joins. Filters. Group By
Domain Experiences
Steam
Speed: elastic
Accuracy: autoML
Steam
Speed: elastic
Accuracy: autoML
Govern: Model Governance
Deliver: Scoring Server
Intelligence is the new API
Citizen Data Science
Prediction is the new Search
Steam
autoML
No ifs, and or, buts..
just BTUs.
BTU
noun, physics, british thermal unit –
amount of heat required to raise temp of 1lb water by 1F
Business Transformation Unit
BTU
Business Transformation Unit
Business Transformation Units
CTO
Design Thinker
Data Engineer
Data Scientist
DevOps & Cloud
Financial Wiz
Program Mgr
Domain Scientist
Dreamer
Business Transformation Units
CTO
Design Thinker
Data Engineer
Data Scientist
DevOps & Cloud
Financial Wiz
Program Mgr
Marketing
Salesmanship
Dreamer
Domain Scientist
Business Transformation Units
CTO
Design Thinker
Data Engineer
Data Scientist
DevOps & Cloud
Financial Wiz
Program Mgr
Marketing
Salesmanship
Dreamer
Domain Scientist
IRR
After the game is before the game!
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.
THANK YOU
Every generation needs to fight its revolution!
Data sanskrit. plural of datum.
to give. to impact with energy.
mineral rich in energy.
Transformation
I’ll let you be in my dreams if I can be in yours.
bob dylan said that.

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Editor's Notes

  1. Logos that are using and not paying yet. Investing in Sales & Marketing.
  2. Matrix “There is no Spoon” picture
  3. Matrix “There is no Spoon” picture