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Transformation, H2O Open Dallas 2016, Keynote by Sri Ambati,

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Transformation with Data and AI, H2O Open Dallas 2016, Keynote by Sri Ambati, founder @h2o.ai @srisatish

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Transformation, H2O Open Dallas 2016, Keynote by Sri Ambati,

  1. 1. Transformation with Data + AI Sri Ambati, engineer @srisatish @h2oai
  2. 2. team community & customers Thank You. Speakers, Listeners. Doers. data geeks of dallas!
  3. 3. Transformation
  4. 4. Transformation caterpillar to butterfly engineer to founder manager to leader child to grandpa
  5. 5. Transformation falsehood to truth. darkness to light. death to immortality.
  6. 6. Transformation darkness to light. Happy Diwali, everyone!
  7. 7. life cycle of Data data to insight insight to story story to wisdom
  8. 8. Life cycle of Data data to insight insight to story story to wisdom data transforms processes. data science is the pursuit of truth
  9. 9. Universe is sparse. Life is messy. Data is sparse and messy. - Lao Tsu . . . . . . . .
  10. 10. algorithms + data = business
  11. 11. algorithms + data + people = transformation
  12. 12. transformation data + ai
  13. 13. Time is the only non-renewable resource!
  14. 14. Come gather round people Admit the h2o around you has grown. first one now will later be last..
  15. 15. Code is changing the world!
  16. 16. Code is changing the world. aka Software is eating the world
  17. 17. code is a commodity.
  18. 18. Value has shifted to asset-light platforms airbnb beats hyatt uber beats tesla
  19. 19. VerticalisthenewHorizontal
  20. 20. vertical is the new horizontal data products 2022 code is a commodity data ecosystems & alliances Brand Community
  21. 21. Shift focus from internal to external interactions! From Rule-based to Pattern Recognition!
  22. 22. Every company needs a digital arm!
  23. 23. Microservices, not monolithic applications!
  24. 24. Enterprises reinventing as micro businesses!
  25. 25. Credit Scoring, Lending AML, KYC, Personalized Employment, Income Verification Payroll, Controllers, Accountants..
  26. 26. Open source is defense of Community with Code
  27. 27. 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.
  28. 28. make software, not just consume it!
  29. 29. Nurture Community Love with beautiful data products
  30. 30. 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
  31. 31. H2O 2012 Steam 2015 Sparkling Water 2014 DeepWater 2016 AutoML Visual Intelligence 2017 platform legos data.table “munging”
  32. 32. data accuracyexperience api design Python algorithms speed 1k 10k 1m text Image features
  33. 33. AutoML Deep Learning data feedback user anatomy of a data product code
  34. 34. Combinatorial Innovation in AI is ahead!
  35. 35. learning rate data
  36. 36. learning means accepting you are wrong
  37. 37. data science is the search for truth
  38. 38. Learning + Scoring Online Learning
  39. 39. Optimize for Scale.
  40. 40. Power law of Networks Data Product User Interaction Data 1 idea 4 ideas Infinite Ideas 6 ideas 3 ideas 2 ideas
  41. 41. make platforms not just products! ecosystems grow by giving. Raise a forest, not just a tree!
  42. 42. data is a team sport
  43. 43. Data is a Team Sport! Algorithms Data Design Business Apps Domain Business Transformation Units
  44. 44. StoryTelling is a human endeavor! Interpretation beats accuracy, at times. Signal as an API.
  45. 45. 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
  46. 46. Data journalism = data science was 4 years ago!
  47. 47. 20,000 Simulations FiveThirtyEight.com
  48. 48. culture is your co-founder startups are team sports!
  49. 49. Why make one CEO if you can make 10?
  50. 50. Inspire 10 great women CEOs! Change will come in spades!
  51. 51. Every generation needs to fight its revolution!
  52. 52. 40,000 fmri studies invalidated due to a bug. Open Source and Open Data is the path!
  53. 53. Open Data Ecosystems. Open Source Diagnostics Software. Open Source Algorithms to fight Disease. Data Products Save Lives! Consumers integrate verticals.
  54. 54. AI is eating Software!
  55. 55. Software that trains itself with data. AI is eating Software!
  56. 56. Bolt
  57. 57. AI is disruptive. Manufacturing Intelligence. Make us more human.
  58. 58. Being human beings is a process. ai optimizes that.
  59. 59. Struggle is the Story! hunger cannot be simulated.
  60. 60. You better lose yourself in the music, the moment You own it!
  61. 61. DATA CASH data is just a four-letter word! code
  62. 62. love is the only renewable resource TIME LOVE
  63. 63. 3 Things to learn from a Child Always be Happy Never be Idle Cry for what you want.
  64. 64. busy being born or busy dying. Alice. d li
  65. 65. Transform

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