* 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.

20,000 Simulations

FiveThirtyEight.com

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!