h2o open dallas 2016 keynote for business transformation
TRANSCRIPT
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Transformation with Data + AI
Sri Ambati, engineer @srisatish @h2oai
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team community
& customers
Thank You. Speakers, Listeners.
Doers. data geeks of dallas!
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Transformation
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Transformation
caterpillar to butterfly engineer to founder manager to leader
child to grandpa
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Transformation
falsehood to truth. darkness to light.
death to immortality.
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Transformation
darkness to light.
Happy Diwali, everyone!
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life cycle of Data
data to insight insight to story story to wisdom
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Life cycle of Data
data to insight insight to story story to wisdom
data transforms processes.
data science is the pursuit of truth
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Universe is sparse. Life is messy. Data is sparse and messy.
- Lao Tsu
..
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..
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algorithms + data = business
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algorithms + data + people = transformation
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transformation data + ai
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Time is the only non-renewable resource!
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Come gather round people Admit the h2o around you has grown.
first one now will later be last..
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Code is changing the world!
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Code is changing the world. aka
Software is eating the world
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code is a commodity.
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Value has shifted to asset-light platforms
airbnb beats hyatt uber beats tesla
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Vert
ical
is th
e ne
w H
oriz
onta
l
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vertical is the new horizontal
data products
2022
code is a commodity
data ecosystems & alliances
Brand Community
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Shift focus from internal to external interactions! From Rule-based to Pattern Recognition!
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Every company needs a digital arm!
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Microservices, not monolithic applications!
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Enterprises reinventing as micro businesses!
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Credit Scoring, Lending AML, KYC, Personalized
Employment, Income Verification Payroll, Controllers, Accountants..
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Open source is defense of Community with Code
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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.
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make software, not just consume it!
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Nurture Community Love with beautiful data products
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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
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H2O
2012
Steam
2015
Sparkling Water
2014
DeepWater
2016
AutoML
Visual Intelligence
2017
platform legos
data.table “munging”
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data
accuracyexperience
api design
Python
algorithms
speed
1k10k1mtext
Image
features
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AutoMLDeep Learning
data feedback
user
anatomy of a data product
code
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Combinatorial Innovation in AI is ahead!
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learning rate
data
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learning
means accepting you are wrong
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data science is the search for truth
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Learning + Scoring Online Learning
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Optimize for Scale.
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Power law of Networks
Data Product
UserInteraction
Data
1 idea
4 ideas
Infinite Ideas
6 ideas3 ideas
2 ideas
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make platforms not just products! ecosystems grow by giving.
Raise a forest, not just a tree!
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data is a team sport
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Data is a Team Sport!
Algorithms
Data
Design
BusinessApps
Domain
Business Transformation Units
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StoryTelling is a human endeavor!
Interpretation beats accuracy, at times. Signal as an API.
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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
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Data journalism = data science was 4 years ago!
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culture is your co-founder
startups are team sports!
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Why make one CEO if you can make 10?
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Inspire 10 great women CEOs! Change will come in spades!
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Every generation needs to fight its revolution!
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40,000 fmri studies invalidated due to a bug.
Open Source and Open Data is the path!
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Open Data Ecosystems. Open Source Diagnostics Software.
Open Source Algorithms to fight Disease.
Data Products Save Lives! Consumers integrate verticals.
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AI is eating Software!
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Software that trains itself with data. AI is eating Software!
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Bolt
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AI is disruptive. Manufacturing Intelligence.
Make us more human.
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Being human beings is a process. ai optimizes that.
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Struggle is the Story!
hunger cannot be simulated.
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You better lose yourself in the music, the moment
You own it!
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DATA
CASH
data is just a four-letter word!
code
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love is the only renewable resource
TIME
LOVE
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3 Things to learn from a Child
Always be Happy Never be Idle
Cry for what you want.
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busy being born or busy dying.
Alice.d li
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Transform