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H2O.ai - Road Ahead - keynote presentation by Sri Ambati
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Transcript of H2O.ai - Road Ahead - keynote presentation by Sri Ambati
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
Vertical is the new horizontal!
Vertical is the new horizontal!
Vertical is the n w horizontal!
2016 2022
Data ProductsCommunityValue 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 S1/14 7/14 1/15 1/16
5,000
1,800
60035
algorithm + data = business
H2O.aiMachine Intelligence
H2O Use Cases: Available Videos and Talks
Auto InsuranceUBI Telematics
Commercial InsuranceRisk Analytics
Financial ServicesCustomer Insights
Digital MarketingConsumer Behavior
Pawan DivarkarlaData and Analytics
Business Leader
“H2O is an enabler in how people are thinking
about data.”
Conor JensenAnalytics Director
“Advanced analytics was one of the key
investments we decided to make.”
Brendan HergerData Scientist
“H2O is the best solution to to iterate very quickly on large
datasets and produce meaning models.”
Satya SatyamoorthyDirector, 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.aiMachine Intelligence
H2O Use Cases: Available Videos and Talks
Digital MarketingMarketing Optimization
HealthcareAdvanced Alert Monitoring
Financial ServicesCustomer Churn
InsuranceProduct Recommendation
Prateem MandalTechnical Lead Architect
“H2O gave us the capability to do Big Modeling.
There is no limit to scaling in H2O.”
Taposh Dutta RoyData & Science Manager
Machine Learning to Save Lives
Julian BharadwajData Scientist
Solving Customer Churn with Machine Learning
Vishal BambaVP, 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
BusinessApps
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
RulesOn Data
UX LearnFrom Data
Design API API
Design
API
Design API
Design
learn
MicroServices
feedback loops
Data Product and Smart Applications!
App Store
RulesOn Data
UX LearnFrom 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 MathTelling 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
SteamOperationalize Data Science
fastaccurategoverned
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: elasticAccuracy: autoML
SteamSpeed: elasticAccuracy: autoMLGovern: Model GovernanceDeliver: Scoring Server
Intelligence is the new API
Citizen Data Science
Prediction is the new Search
SteamautoML
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
BTUBusiness Transformation Unit
Business Transformation Units
CTO
Design ThinkerData EngineerData ScientistDevOps & Cloud
Financial WizProgram MgrDomain Scientist
Dreamer
Business Transformation Units
CTO
Design ThinkerData EngineerData ScientistDevOps & Cloud
Financial WizProgram Mgr
Marketing
Salesmanship
DreamerDomain Scientist
Business Transformation Units
CTO
Design ThinkerData EngineerData ScientistDevOps & Cloud
Financial WizProgram Mgr
Marketing
Salesmanship
DreamerDomain 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.
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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