H2O Open New York - Keynote, Sri Ambati, CEO H2O.ai
-
Upload
sri-ambati -
Category
Software
-
view
1.059 -
download
0
Transcript of H2O Open New York - Keynote, Sri Ambati, CEO H2O.ai
What is your Company’s AI strategy?
@srisatish @h2o.ai
Data sanskrit. plural of datum.
to give. to impact with energy.
mineral rich in energy.
Transformation
2016 2022
Discover your Competition!
Code is a Commodity!
Value of Data Products
Software is eating your world!Verticals
Vertic
al is
the n
ew
ho
rizo
nta
l!
2016 2022
Data ProductsCommunity
Value of Data Products
Vertical is the new horizontal!
Brand
data ecosystems & alliancesData
is t
he o
nly
vert
ical
Nurture Community love with beautiful data products!
Shift focus from internal to the external
Value from Product to Ecosystem
AI is eating Software!
From: Rule-based
Applications
To: AI based
Data Products
Anecdotal
Data Driven
Team WorkRock Stars
2016
How do we incentivize Team Sport?
Data is a Team Sport!
Data
is a
Team Sport!
Algorithms
Data
Design
Business
Apps
Domain
Platform for Data Products
Steam
Model Management.
Scoring Services Deployment.
Governance.
Data Dependencies cost more than
C0de Dependencies
Data Products need new Tools!
ML pipeline jungles. Configuration Debt
Tracing, Instrumentation
A changin’ world makes data products unstable
Best-in Class Open Source Deep Learning
DeepWater
Best-in Class Open Source Deep Learning
DeepWater
Using TensorFlow, Caffe, mxnet, H2O…
Please join our team for #unconference
Interpretation of models just as valuable as Accuracy
Visual Intelligence
Story Telling is a uniquely human endeavor.
AI has a couple of futures. Immersive Intelligence.
B U L K & S T R E A M I N G
Platform for Data
Sparkling Water
Design Patterns for Smarter Applications
Web Application / Tomcat REST-API
Storm bolts over Kafka
Python / Java
Node.js / React
JSON / REST-API
AWS Lambda/RDS
JSON / REST-API
Standard
Data Product
Virtuous Cycle of User Interaction
Data
ProductUser
Interaction
Data
Data Product and Smart Applications!
Listen Learn, not Rule
Rules
On Data
UX
Learn
From Data
Design API API
Design
API
DesignAPI
Design
learn
MicroServices
feedback loops
Cloud Native
Data is the new Clay!
Fastest Data Prep.
10 B row. Joins. Filters and Group By.
Curating Right Data.
Domain Experiences
Data Alliances and Data Products
Culture is your co-founder
Startups are team sports!
H2O team:
6% black
42% women
yes, we are hiring!
Be the Change
Why make one CEO when you can make 10?
Inspire 10 great women CEOs from H2O.
change will come in spades.
Every generation needs to fight its revolution!
40,000 fMRI studies invalidated
due to a BUG in software.
Open Source and Data is the path
Open Source - defense of the Community with product
Its Pull not Push!
PR means Pull Request!
Freedom not Free.
Open Source Cancer Diagnostics Ecosystem.
Open Source Cancer Diagnostics Ecosystem.
Imaging. Ultrasound.
Breast and Pancreatic Cancer.
Radiologists, Oncologists, Hospitals,
Data Scientists. Engineers. World-wide.
Consumerize Data.
Open Source Cancer Diagnostics Ecosystem.
Open Source Health Diagnostics
Open Data Ecosystems.
Power law of Networks
Data
ProductUser
Interaction
Data
1 idea
2 ideas
3 ideas
4 ideas
6 ideas
Infinite Ideas
partner. build ecosystems.
Raise a forest, not just a tree!
Time is the only non-renewable resource!
algorithm + data = business
algorithm + data + people
= business transformation
Business Transformation Units
CTO
Design Thinker
Data Engineer
Data Scientist
DevOps & Cloud
Financial Wiz
Program Mgr
Marketing
Salesmanship
Dreamer
Domain Scientist
IRR
Business Process
H2O is movement bringing open source 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 S
1/14 7/14 1/15 1/16
5,000
1,800
60035
7,000
7/16
We’re hiring!
THANK YOU
Data sanskrit. plural of datum.
to give. to impact with energy.
mineral rich in energy.
Transformation
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.
I’ll let you be in my dreams if I can be in yours.
bob dylan said that.