transformation with data and ai - pydata dc 2016
TRANSCRIPT
* data = transformation
Sri Ambati, engineer @srisatish @h2oai
algorithms + data = business
algorithms + data + people = transformation
transformation with data + ai
Time is the only non-renewable resource!
Come gather round people Admit the h2o around you has grown.
If your time to you is worth savin’!
Code is changing the world!
Code is changing the world. aka
Software is eating the world
Value has shifted to asset-light platforms
vertical is the new horizontal
data products
2022
code is a commodity
data ecosystems & alliances
Brand Community
Focus shifted from internal to external interactions! From Rule-based to Pattern Recognition!
Microservices, not monolithic applications!
Enterprises reinventing as micro businesses!
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 with beautiful data products
convergence
convergence
AutoML
Deep Learning
data
feedback
user
anatomy of a data product
learning rate
data
learning
data science is the search for truth
data
accuracyexperience
api design
Python
algorithms
speed
1k10k1mtext
Image
features
Learning + Scoring Online Learning
Power law of Networks
Data Product
UserInteraction
Data
1 idea
4 ideas
Infinite Ideas
6 ideas3 ideas
2 ideas
Build ecosystems, not just products!
Raise a forest, not just a tree!
data is a team sport
Data is a Team Sport!
Algorithms
Data
Design
BusinessApps
Domain
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 to Save Lives! Consumers integrate verticals.
StoryTelling is a human endeavor!
Interpretation. Signal as an API.
StoryTelling is a human endeavor!
Interpretation. Signal as an API.
Data Journalism and Visual Intelligence starts where data science ends
Data Scientist = 100% data Business Unit = 85% data, 15% storytelling Executive = 15% data, 85% storytelling
Board = 100% storytelling
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.
Struggle is the Story!
You better lose yourself in the music, the moment You own it, you better never let it go!