Successfully reported this slideshow.
We use your LinkedIn profile and activity data to personalize ads and to show you more relevant ads. You can change your ad preferences anytime.
* 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 no...
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
1k
10k
1m
text
Image
features
Learning + Scoring
Online Learning
Power law of Networks
Data
Product
User
Interaction
Data
1 idea
4 ideas
Infinite Ideas
6 ideas
3 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
Business
Apps
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 Live...
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...
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!
Digital Transformation with AI and Data - H2O.ai and Open Source
Digital Transformation with AI and Data - H2O.ai and Open Source
Digital Transformation with AI and Data - H2O.ai and Open Source
Digital Transformation with AI and Data - H2O.ai and Open Source
Upcoming SlideShare
Loading in …5
×

Digital Transformation with AI and Data - H2O.ai and Open Source

496 views

Published on

Digital Transformation with AI and Data - PydataDC 2016 in CapitalOne

Published in: Technology
  • Be the first to comment

Digital Transformation with AI and Data - H2O.ai and Open Source

  1. 1. * data = transformation Sri Ambati, engineer @srisatish @h2oai
  2. 2. algorithms + data = business
  3. 3. algorithms + data + people = transformation
  4. 4. transformation with data + ai
  5. 5. Time is the only non-renewable resource!
  6. 6. Come gather round people Admit the h2o around you has grown. If your time to you is worth savin’!
  7. 7. Code is changing the world!
  8. 8. Code is changing the world. aka Software is eating the world Value has shifted to asset-light platforms
  9. 9. vertical is the new horizontal data products 2022 code is a commodity data ecosystems & alliances Brand Community
  10. 10. Focus shifted from internal to external interactions! From Rule-based to Pattern Recognition!
  11. 11. Microservices, not monolithic applications!
  12. 12. Enterprises reinventing as micro businesses!
  13. 13. Open source is defense of Community with Code
  14. 14. 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.
  15. 15. make software, not just consume it!
  16. 16. Nurture Community with beautiful data products convergence
  17. 17. convergence
  18. 18. AutoML Deep Learning data feedback user anatomy of a data product
  19. 19. learning rate data
  20. 20. learning
  21. 21. data science is the search for truth
  22. 22. data accuracyexperience api design Python algorithms speed 1k 10k 1m text Image features
  23. 23. Learning + Scoring Online Learning
  24. 24. Power law of Networks Data Product User Interaction Data 1 idea 4 ideas Infinite Ideas 6 ideas 3 ideas 2 ideas
  25. 25. Build ecosystems, not just products! Raise a forest, not just a tree!
  26. 26. data is a team sport
  27. 27. Data is a Team Sport! Algorithms Data Design Business Apps Domain
  28. 28. culture is your co-founder startups are team sports!
  29. 29. Why make one CEO if you can make 10?
  30. 30. Inspire 10 great women CEOs! Change will come in spades!
  31. 31. Every generation needs to fight its revolution!
  32. 32. 40,000 fmri studies invalidated due to a bug. Open Source and Open Data is the path!
  33. 33. Open Data Ecosystems. Open Source Diagnostics Software. Open Source Algorithms to fight Disease. Data Products to Save Lives! Consumers integrate verticals.
  34. 34. StoryTelling is a human endeavor! Interpretation. Signal as an API.
  35. 35. StoryTelling is a human endeavor! Interpretation. Signal as an API.
  36. 36. 20,000 Simulations FiveThirtyEight.com
  37. 37. 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
  38. 38. AI is eating Software!
  39. 39. Software that trains itself with data. AI is eating Software!
  40. 40. AI is disruptive. Manufacturing Intelligence. Make us more human. Being human beings is a process.
  41. 41. Struggle is the Story!
  42. 42. You better lose yourself in the music, the moment You own it, you better never let it go!

×