how data culture is leading a transformation // sri ambati, h2o.ai [firstmark's data driven]

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!

All of Software will use AI.

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

Data Science is a Team Sport

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 P A N I E S1/14 7/14 1/15 1/16

5,000

1,800

60035

HDFS

S3

SQL

NoSQL

ClassificationRegression

Feature Engineering

In-Memory

Map Reduce/Fork Join

Columnar Compression

Deep Learning

PCA, GLM, Cox

Random Forest / GBM Ensembles

Fast Modeling Engine

Streaming Nano Fast Java Scoring Engines

Matrix Factorization Clustering

Munging

A C C U R A C Y W I T H S P E E D A N D S C A L E

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

SAVING LIVES IN THE HEALTHCARE INDUSTRY

PROBLEM

Vast amounts of data: 10 million patients

Highly regulated healthcare industryZero tolerance for failureInfrequent occurrence of critical deterioration events among patientsPatients who undergo an unplanned transfer to the ICU have higher mortality rates than patients directly admitted to the ICU

Leading Healthcare Provider

ICU transfer patients represent 25% of all ICU admissions and 20% of all deaths in the hospital

IMPACT: SAVING LIVES

• Solution enables clinicians to receive an alert if a threshold is exceeded to evaluate the patient and determine further course of action

• Patient outcomes are currently available every 6 hours, with the goal of providing insight into critical deterioration on an hourly basis

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

Designlearn

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 APIMake 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.

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.