Transformation with Data + AI

Sri Ambati, engineer @srisatish @h2oai

team community

& customers

Thank You. Speakers, Listeners.

Doers. data geeks of dallas!

Transformation

Transformation

caterpillar to butterfly engineer to founder manager to leader

child to grandpa

Transformation

falsehood to truth. darkness to light.

death to immortality.

Transformation

darkness to light.

Happy Diwali, everyone!

life cycle of Data

data to insight insight to story story to wisdom

Life cycle of Data

data to insight insight to story story to wisdom

data transforms processes.

data science is the pursuit of truth

Universe is sparse. Life is messy. Data is sparse and messy.

- Lao Tsu

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algorithms + data = business

algorithms + data + people = transformation

transformation data + ai

Time is the only non-renewable resource!

Come gather round people Admit the h2o around you has grown.

first one now will later be last..

Code is changing the world!

Code is changing the world. aka

Software is eating the world

code is a commodity.

Value has shifted to asset-light platforms

airbnb beats hyatt uber beats tesla

Vert

ical

is th

e ne

w H

oriz

onta

l

vertical is the new horizontal

data products

2022

code is a commodity

data ecosystems & alliances

Brand Community

Shift focus from internal to external interactions! From Rule-based to Pattern Recognition!

Every company needs a digital arm!

Microservices, not monolithic applications!

Enterprises reinventing as micro businesses!

Credit Scoring, Lending AML, KYC, Personalized

Employment, Income Verification Payroll, Controllers, Accountants..

Open source is defense of Community with Code

Open source is defense of Community with product

It’s pull not push. PR means Pull Request.

Freedom not free.

It’s pull not push. PR means Pull Request.

Freedom not free.

make software, not just consume it!

Nurture Community Love with beautiful data products

Companies

0

2,500

5,000

7,500

10,000

2014 2015 2016

Data Scientists

0

20,000

40,000

60,000

80,000

2014 2015 2016

Community

Usage

H2O

2012

Steam

2015

Sparkling Water

2014

DeepWater

2016

AutoML

Visual Intelligence

2017

platform legos

data.table “munging”

data

accuracyexperience

api design

Python

algorithms

speed

1k10k1mtext

Image

features

AutoMLDeep Learning

data feedback

user

anatomy of a data product

code

Combinatorial Innovation in AI is ahead!

learning rate

data

learning

means accepting you are wrong

data science is the search for truth

Learning + Scoring Online Learning

Optimize for Scale.

Power law of Networks

Data Product

UserInteraction

Data

1 idea

4 ideas

Infinite Ideas

6 ideas3 ideas

2 ideas

make platforms not just products! ecosystems grow by giving.

Raise a forest, not just a tree!

data is a team sport

Data is a Team Sport!

Algorithms

Data

Design

BusinessApps

Domain

Business Transformation Units

StoryTelling is a human endeavor!

Interpretation beats accuracy, at times. Signal as an API.

Visual Intelligence starts where data science pauses!

Data Scientist = 100% data Business Unit = 85% data, 15% storytelling Executive = 15% data, 85% storytelling

Board = 99% storytelling GrandPa = 100% storytelling

Data journalism = data science was 4 years ago!

20,000 Simulations

FiveThirtyEight.com

culture is your co-founder

startups are team sports!

Why make one CEO if you can make 10?

Inspire 10 great women CEOs! Change will come in spades!

Every generation needs to fight its revolution!

40,000 fmri studies invalidated due to a bug.

Open Source and Open Data is the path!

Open Data Ecosystems. Open Source Diagnostics Software.

Open Source Algorithms to fight Disease.

Data Products Save Lives! Consumers integrate verticals.

AI is eating Software!

Software that trains itself with data. AI is eating Software!

Bolt

AI is disruptive. Manufacturing Intelligence.

Make us more human.

Being human beings is a process. ai optimizes that.

Struggle is the Story!

hunger cannot be simulated.

You better lose yourself in the music, the moment

You own it!

DATA

CASH

data is just a four-letter word!

code

love is the only renewable resource

TIME

LOVE

3 Things to learn from a Child

Always be Happy Never be Idle

Cry for what you want.

busy being born or busy dying.

Alice.d li

Transform