Welcome to

THANK YOU

Every generation needs to fight its revolution!

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!

2016 2022

Data ProductsCommunityValue of Data Products

Vertical is the new horizontal!

Brand

data ecosystems & alliances

Dat

a is

the

onl

y ve

rtic

al

Nurture Community love with beautiful data products!

Value delinked from the Physical!

Rise of Platform Enterprise, Peter C Evans et al of Center for Global Enterprise, 2015

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

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

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

AI is eating Software!

From: Rule-based Applications

To: Pattern Recognition Data Products

algorithm + data = business

H2O.aiMachine Intelligence

H2O Use Cases: 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: 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?

Learn & Listen, 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

Cloud Native

Data Dependencies cost more than C0de Dependencies

Data Products need new Tools!

ML pipeline jungles. Configuration DebtTracing, Instrumentation

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

Value

Business Transformation

SteamOperationalize Data Science

fastaccurategoverned

H2O

Data Lake

partner. build ecosystems.

Raise a forest, not just a tree!

From Resource Control to OrchestrationFrom Internal optimization to External Interaction

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

SteamSpeed: elasticMLAccuracy: autoMLGovern: Model GovernanceDeliver: Scoring ServerTools for AI - Interpretation

Intelligence is the new API

Design Patterns for Smarter Applications

Web Application / Tomcat REST-API

Storm bolts over KafkaPython / Java

Node.js / React JSON / REST-API

AWS Lambda/RDSJSON / REST-API

Standard

Data ProductVirtuous Cycle of User Interaction

Data Product

UserInteraction

Data

Design Patterns - Networks

Data Product

UserInteraction

Data

1 idea

2 ideas

3 ideas

4 ideas

6 ideas

Infinite Ideas

Citizen Data Science

Prediction is the new Search

SteamautoML

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 Mgr

Marketing

Salesmanship

DreamerDomain Scientist

IRR

Business Process

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.