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Democratizing Intelligence - Sri Ambati, CEO & Co-Founder, H2O.ai

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Presented at #H2OWorld 2017 in Mountain View, CA.

Enjoy the video: https://youtu.be/ZrlJQqNaSMI.

Learn more about H2O.ai: https://www.h2o.ai/.

Follow @h2oai: https://www.twitter.com/h2oai.

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Democratizing Intelligence - Sri Ambati, CEO & Co-Founder, H2O.ai

  1. 1. Democratizing Intelligence Sri Ambati, maker @srisatish @h2oai
  2. 2. Time is the only non-renewable resource! https://www.youtube.com/watch?v=LOJbM0aXZp0 Then and Now… Pit Stops, 1960 to 2013 https://www.youtube.com/watch?v=LrC3mBNG7WU World's Fastest GPU Machine Learning in H2O
  3. 3. Welcome to #h2oworld
  4. 4. Record Attendance - 700 in person, 500 livestream
  5. 5. H2O Open Source adoption all time high!
  6. 6. 222
  7. 7. Open source is defense of Community with Code
  8. 8. Open source is defense of Community with product It’s pull not push. PR means Pull Request. Freedom not free.
  9. 9. make software, not just consume it!
  10. 10. Nurture Community Love with beautiful data products
  11. 11. Our commitment to Open Source is // Double h2o-3, autoML Sparkling Water h2o4GPU, data.table, R & Python
  12. 12. Our commitment to Open Source is // Double h2o-3, autoML Sparkling Water h2o4GPU, data.table, R & Python keras (for deep water)
  13. 13. make platforms not just products! ecosystems grow by giving. Raise a forest, not just a tree!
  14. 14. Our partnerships with NVIDIA IBM Power AWS, Azure, Google Splunk Hadoop Distributions Data Science Workbenches Scoring Deployments Data Companies Customers
  15. 15. team community & customers Thank You. Speakers, Listeners. Makers.
  16. 16. Data is a Team Sport! Algorithms Data Design Business Apps Domain
  17. 17. Data is a Team Sport! Algorithms Data Design Business Apps Domain AI Adoption is a people problem
  18. 18. Anecdotal Data Driven Team WorkRock Stars now How do we incentivize Team Sport?
  19. 19. …Grandmasters, Algorithm Engineers, Software hackers, Physicists, Math, Quants, Vertical Data Scientists, Visualization, UX, Python, R… Community Managers Sales, Marketing, Partnering, Business https://www.h2o.ai/about/ CA, US, Prague, London, Germany, Toronto, Tokyo
  20. 20. culture is your co-founder startups are team sports!
  21. 21. Experiments Pipelines Features
  22. 22. KPIs for a Data Lake Experiments Pipelines Features data engineer pipelines Driverless AI data data scientist
  23. 23. Experiment faster + cheaper reproducible and accurate Learning rate of the organization
  24. 24. Automation is key to industrial strength AI
  25. 25. Automation is key to industrial strength AI Automatic Feature Engineering. Prevention of common pitfalls - time killers Overfitting, Leakage. Reporting and Visualization Consistency breeds Speed and Safety.
  26. 26. Specialized AI, not just Generalized AI
  27. 27. Specialized AI, not just Generalized AI Vertical Recipes Reduce cost of Underwriting, Radiology.. With AI.
  28. 28. Value shifted to asset-light interaction-rich platforms Microservices, not monolithic applications!
  29. 29. Credit Scoring, Lending AML, KYC, Personalized Employment, Income Verification Payroll, Controllers, Accountants.. Enterprises reinventing as micro businesses!
  30. 30. Driverless AI: whiteboard vision
  31. 31. Time is the only non-renewable resource! https://www.youtube.com/watch?v=LOJbM0aXZp0 Then and Now… Pit Stops, 1960 to 2013 https://www.youtube.com/watch?v=LrC3mBNG7WU World's Fastest GPU Machine Learning in H2O
  32. 32. DATA CASH Data monetization through Business Process Change ai
  33. 33. What is your AI Strategy falsehood to truth. darkness to light. death to immortality.
  34. 34. AutoML Deep Learning data feedback user anatomy of a data product ai
  35. 35. Shift focus from internal to external interactions! From Rule-based to Pattern Recognition!
  36. 36. a data product
  37. 37. Trust in AI Automatic Visualization
  38. 38. Visual Intelligence Starts where data science ends Data Scientist = 100% data Business Unit = 85% data, 15% storytelling Executive = 15% data, 85% storytelling Board = 99% storytelling GrandPa = 100% storytelling Data Journalism
  39. 39. Building Trust in AI Interpretability Story telling
  40. 40. Time is the only non-renewable resource!
  41. 41. Transformation caterpillar to butterfly engineer to founder manager to leader child to grandpa
  42. 42. 3 Things to learn from a Child Always be Happy Never be Idle Cry for what you want.
  43. 43. Second Products of a Company needs Beginners Eyes. A child’s curiosity, playful fearlessness
  44. 44. code is changing the world! code is a commodity.
  45. 45. data + ai = dataware the new software/hardware
  46. 46. The Edge 49 … H2O Cluster Model Training Model Deployment H2O MOJO Model Object Data Smartphone Watch Factory T-Shirt Engine Predictive Maintenance Consumer Industrial Embedded Devices Learning Feedback Loop
  47. 47. AI is Eating Hardware 2014 2015 2016 2017 1 10 102 103 104 105 106 107 Throughput CPU GPU FPGA ASIC 2018 Price / Performance (Speed and Accuracy) Giga FLOPS Tera FLOPS Peta FLOPS 108 2019
  48. 48. Open Source AI Open Data Ecosystems Data Products need Data Alliances
  49. 49. Data Monetization with AI exchanges Rain Payroll H2O Models AdTech H2O Models Data Co. H2O Models Card Co. H2O Models Bank H2O Models Salary Prediction Fraud IP Addr Prediction Lending Data Products H2O Rain Pricing Bid per Use Accuracy Speed Reuse Exclusions % Royalty Intelligence Marketplace exchange Data Partner s Data Partner s block chain
  50. 50. Every generation needs to fight its revolution!
  51. 51. 40,000 fmri studies invalidated due to a bug. Open Source and Open Data is the path!
  52. 52. Open Data Ecosystems. Open Source Diagnostics Software. Open Source Algorithms to fight Disease. Data Products Save Lives! Consumers integrate verticals.
  53. 53. Life cycle of Data data to insight insight to story story to wisdom
  54. 54. Life cycle of Data data to insight insight to story story to wisdom data transforms processes. data science is the pursuit of truth
  55. 55. Universe is sparse. Life is messy. Data is sparse and messy. - Lao Tsu . . . . . . . .
  56. 56. ai + data + people = transformation
  57. 57. Value from improving processes
  58. 58. transformation data + ai
  59. 59. Combinatorial Innovation in AI is ahead! still early days in the ai continent. hype is a real problem.
  60. 60. Come gather round people Admit the h2o around you has grown. first one now will later be last..
  61. 61. data science is the search for truth
  62. 62. Optimize for Scale.
  63. 63. Power law of Networks Data Product User Interaction Data 1 idea 4 ideas Infinite Ideas 6 ideas 3 ideas 2 ideas
  64. 64. love is the only renewable resource TIME LOVE
  65. 65. busy being born or busy dying. Alice. d li
  66. 66. busy being born and busy dying. 2Pac
  67. 67. Why make one CEO if you can make 10? Recruit entrepreneurs-in-residence, not employees!
  68. 68. Inspire 10 great women CEOs! Change will come in spades!
  69. 69. AI is eating Software!
  70. 70. Software that trains itself with data. AI is eating Software!
  71. 71. Manufacturing Intelligence is training a billion devices.
  72. 72. Being human beings is a process. ai optimizes that.
  73. 73. Struggle is the Story!
  74. 74. You better lose yourself in the music, the moment you can do anything you put your mind to.

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