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Democratizing
Intelligence
Sri Ambati, maker
@srisatish @h2oai
Time is the only non-renewable resource!
https://www.youtube.com/watch?v=LOJbM0aXZp0
Then and Now…
Pit Stops, 1960 to 2013
https://www.youtube.com/watch?v=LrC3mBNG7WU
World's Fastest GPU
Machine Learning in H2O
Welcome to
#h2oworld
Record Attendance - 700 in person, 500 livestream
H2O Open Source
adoption all time high!
222
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.
make software, not just consume it!
Nurture Community Love
with beautiful data products
Our commitment to Open Source
is
// Double
h2o-3, autoML
Sparkling Water
h2o4GPU,
data.table, R & Python
Our commitment to Open Source
is // Double
h2o-3, autoML
Sparkling Water
h2o4GPU,
data.table, R & Python
keras (for deep water)
make platforms not just products!
ecosystems grow by giving.
Raise a forest, not just a tree!
Our partnerships with
NVIDIA
IBM Power
AWS, Azure, Google
Splunk
Hadoop Distributions
Data Science Workbenches
Scoring Deployments
Data Companies
Customers
team
community
& customers
Thank You.
Speakers, Listeners.
Makers.
Data
is a
Team
Sport!
Algorithms
Data
Design
Business
Apps
Domain
Data
is a
Team
Sport!
Algorithms
Data
Design
Business
Apps
Domain
AI Adoption is a people problem
Anecdotal
Data Driven
Team WorkRock Stars
now
How do we incentivize Team Sport?
…Grandmasters, Algorithm Engineers, Software
hackers, Physicists, Math, Quants, Vertical Data
Scientists, Visualization, UX, Python, R…
Community Managers
Sales, Marketing, Partnering, Business
https://www.h2o.ai/about/
CA, US, Prague, London, Germany, Toronto, Tokyo
culture is your co-founder
startups are team sports!
Experiments
Pipelines
Features
KPIs for a Data Lake
Experiments
Pipelines
Features
data
engineer
pipelines
Driverless AI
data
data
scientist
Experiment faster + cheaper
reproducible and accurate
Learning rate of the
organization
Automation is key to industrial strength AI
Automation is key to industrial strength AI
Automatic Feature Engineering.
Prevention of common pitfalls - time killers
Overfitting, Leakage.
Reporting and Visualization
Consistency breeds Speed and Safety.
Specialized AI, not just Generalized AI
Specialized AI, not just Generalized AI
Vertical Recipes
Reduce cost of Underwriting, Radiology..
With AI.
Value shifted to asset-light
interaction-rich platforms
Microservices, not monolithic applications!
Credit Scoring, Lending
AML, KYC, Personalized
Employment, Income Verification
Payroll, Controllers, Accountants..
Enterprises reinventing as micro businesses!
Driverless AI: whiteboard vision
Time is the only non-renewable resource!
https://www.youtube.com/watch?v=LOJbM0aXZp0
Then and Now…
Pit Stops, 1960 to 2013
https://www.youtube.com/watch?v=LrC3mBNG7WU
World's Fastest GPU
Machine Learning in H2O
DATA
CASH
Data monetization through
Business Process Change
ai
What is your AI Strategy
falsehood to truth.
darkness to light.
death to immortality.
AutoML
Deep Learning
data feedback
user
anatomy of a data product
ai
Shift focus from internal to external interactions!
From Rule-based to Pattern Recognition!
a data product
Trust in AI
Automatic
Visualization
Visual Intelligence
Starts where data science ends
Data Scientist = 100% data
Business Unit = 85% data, 15% storytelling
Executive = 15% data, 85% storytelling
Board = 99% storytelling
GrandPa = 100% storytelling
Data Journalism
Building Trust in AI
Interpretability
Story telling
Time is the only non-renewable resource!
Transformation
caterpillar to butterfly
engineer to founder
manager to leader
child to grandpa
3 Things to learn from a Child
Always be Happy
Never be Idle
Cry for what you want.
Second Products of a Company
needs
Beginners Eyes.
A child’s curiosity, playful
fearlessness
code is changing the world!
code is a commodity.
data + ai = dataware
the new software/hardware
The Edge
49
…
H2O Cluster
Model Training Model Deployment
H2O MOJO
Model Object
Data
Smartphone Watch
Factory T-Shirt
Engine
Predictive Maintenance
Consumer
Industrial
Embedded Devices
Learning Feedback Loop
AI is Eating Hardware
2014 2015 2016 2017
1
10
102
103
104
105
106
107
Throughput
CPU
GPU
FPGA
ASIC
2018
Price / Performance
(Speed and Accuracy)
Giga FLOPS
Tera FLOPS
Peta FLOPS 108
2019
Open Source AI
Open Data Ecosystems
Data Products need Data Alliances
Data Monetization with AI exchanges
Rain
Payroll
H2O
Models
AdTech
H2O
Models
Data
Co.
H2O
Models
Card Co.
H2O
Models
Bank
H2O
Models
Salary Prediction
Fraud IP Addr
Prediction
Lending Data
Products
H2O
Rain
Pricing
Bid per
Use
Accuracy
Speed
Reuse
Exclusions
% Royalty
Intelligence
Marketplace
exchange
Data
Partner
s
Data
Partner
s
block chain
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.
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
.
.
.
.
.
.
.
.
ai + data + people =
transformation
Value from
improving processes
transformation
data + ai
Combinatorial Innovation in AI is ahead!
still early days in the ai continent.
hype is a real problem.
Come gather round people
Admit the h2o around you has grown.
first one now will later be last..
data science is the search for truth
Optimize for Scale.
Power law of Networks
Data
Product
User
Interaction
Data
1 idea
4 ideas
Infinite Ideas
6 ideas
3 ideas
2 ideas
love is the only renewable resource
TIME
LOVE
busy being born or busy dying.
Alice.
d li
busy being born and busy dying.
2Pac
Why make one CEO if you can make 10?
Recruit entrepreneurs-in-residence,
not employees!
Inspire 10 great women CEOs!
Change will come in spades!
AI is eating Software!
Software that trains itself with data.
AI is eating Software!
Manufacturing Intelligence
is training a billion devices.
Being human beings is a process.
ai optimizes that.
Struggle is the Story!
You better lose yourself in the music, the moment
you can do anything you put your mind to.

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Democratizing Intelligence - Sri Ambati, CEO & Co-Founder, H2O.ai