Transformation with Data + AI
Sri Ambati, engineer @srisatish @h2oai
team community
& customers
Thank You. Speakers, Listeners.
Doers. data geeks of dallas!
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!
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