AI with Einstein Platform Services
- 1. Mustapha EL HASSAK Technical Architect - elhassak@gmail.com / @muselhassak AI with Einstein Platform Services Updated December 21st, 2019
- 7. Not Killer Robots But Killer Technology
- 8. General AI Narrow AI AI: Emulates What humans do
- 9. Artificial Intelligence (AI) Machine Learning (ML) Deep Learning (DL) Natural Language Processing (NLP)
- 10. DL: One way of doing ML NLP: Learn human language ML: Learn from examples
- 11. 1 Petabyte = 1.000.000 Gigabytes Human Brain 2.5 PB Spotify 10 PB Source: https://royalsociety.org/topics-policy/projects/machine-learning/what-is-machine-learning-infographic/ Ebay 90 PB Facebook 300 PB Google 15.000 PB (estimated)
- 12. MIPS = Millions of instructions per second Source: https://royalsociety.org/topics-policy/projects/machine-learning/what-is-machine-learning-infographic/ 0.092 0.5 20 541 19,200 238,310 0 50000 100000 150000 200000 250000 300000 1971 1977 1989 1995 2006 2014 MIPS
- 13. Machine Learning
- 14. Size in m² Price in DHs 50 100.000 100 150.000 150 140.000 200 200.000 250 210.000 300 260.000
- 15. 0 50000 100000 150000 200000 250000 300000 0 50 100 150 200 250 300 350 Price Size
- 16. What is the PRICE of a 280 m² house?
- 17. 0 50000 100000 150000 200000 250000 300000 0 50 100 150 200 250 300 350 Price Size 280
- 19. Generalize (find a model) Apply to new data (Predict) Analyse existing data (learn)
- 20. 0 50000 100000 150000 200000 250000 300000 0 50 100 150 200 250 300 350 Price Size y = a*x + b
- 22. 0 50000 100000 150000 200000 250000 300000 0 50 100 150 200 250 300 350 Price Size a
- 23. 0 50000 100000 150000 200000 250000 300000 0 50 100 150 200 250 300 350 Price Size b
- 24. 0 50000 100000 150000 200000 250000 300000 0 50 100 150 200 250 300 350 0 50000 100000 150000 200000 250000 300000 0 50 100 150 200 250 300 350
- 25. Cost Function
- 26. 0 50000 100000 150000 200000 250000 300000 0 50 100 150 200 250 300 350 Price Size
- 27. 0 50000 100000 150000 200000 250000 300000 0 50 100 150 200 250 300 350 0 50000 100000 150000 200000 250000 300000 0 50 100 150 200 250 300 350
- 28. 0 50000 100000 150000 200000 250000 300000 0 50 100 150 200 250 300 350 Price Size
- 29. Find “b” Minimize “cost” Find “a”
- 31. Deep Learning
- 32. “Neurons”
- 35. y = a*x + b*1 x 1 ∑ a b y ∫ 0 1
- 36. a b
- 37. a b a b a b a b a b a b a b a b a b a b a b Input Layer Output Layer Hidden Layers (Deep Layers)
- 48. 24M nodes 140M parameters 15M connections
- 51. What is EPS? Data Automated Data Discovery Deep Learning Machine Learning Einstein Vision & Language Einstein Discovery Einstein Prediction Builder Einstein Next Best Action Einstein Bots Einstein Voice Einstein Analytics Sales Cloud Einstein Service Cloud Einstein Marketing Cloud Einstein Commerce Cloud Einstein
- 52. What is EPS? Data Automated Data Discovery Deep Learning Machine Learning Einstein Discovery Einstein Prediction Builder Einstein Next Best Action Einstein Bots Einstein Voice Einstein Analytics Sales Cloud Einstein Service Cloud Einstein Marketing Cloud Einstein Commerce Cloud Einstein Einstein Vision & Language
- 53. What is EPS? Einstein Vision Einstein Image Classification Einstein Object Detection Einstein Language Einstein Intent Einstein Sentiment
- 58. This is an
- 59. This is an
- 60. This is a
- 64. What is EPS? Einstein Vision Einstein Image Classification Einstein Object Detection Einstein Language Einstein Intent Einstein Sentiment
- 65. What is EPS? Einstein Vision Einstein Image Classification
- 67. Einstein Image Classification Build smarter apps with image recognition Embed image recognition into any app Visual search, brand detection, object identification Build custom models Train Einstein on your brands and products Integrate with Salesforce workflows Augment leads, marketing campaigns, service cases
- 68. What is EPS? Einstein Vision Einstein Object Detection
- 70. Einstein Object Detection Build smarter apps with image recognition Extract & contextualize objects in images Identify, count, and determine size of object classes Build custom models Train Einstein on images relevant to your business Improve field sales, service & operations Retail execution, inventory management, service ops
- 71. What is EPS? Einstein Language Einstein Intent Einstein Sentiment
- 72. What is EPS? Einstein Language Einstein Intent
- 73. Can you please reset my password?
- 74. Einstein Intent Build smarter apps with natural language processing Classify the underlying intent in a body of text to understand incoming inquiries Customize models to identify the intent of inquiries specific to your business Embed into Salesforce workflows for smarter sales, service, and marketing
- 75. What is EPS? Einstein Language Einstein Sentiment
- 77. Einstein Sentiment Build smarter apps with natural language processing Leverage pre-trained sentiment models to classify text as positive, negative, or neutral Seamlessly integrate with your Salesforce workflows to better understand your customers
- 78. Demo
- 80. Where do I Start?
- 81. Download EPS Guide Unstructureddataisworth more bit.ly/2Oiehum Step 1 Create Free Developer Org developer.salesforce.c om/signup Step 2 Create Free EPS account api.einstein.ai/signup Step 3 Install Managed Package sfdc.co/EinsteinVisionLang uageBuilder Step 4 Where do I start? Train your models Step 5 Einstein Vision and Language Model Builder: Getting Started: https://salesforce.quip.com/XOByAeXyuI21
- 83. Learn more
- 86. Before You Go!
- 87. Story Time
- 88. can a machine be creative?
- 91. Chess: 20 moves Go: 200 moves
- 92. # configurations more than number of atoms in the universe
- 93. Lee Sedol9th Dan Pro since 95 18 Int. titles
- 94. by
- 100. move 37
- 101. AlphaGo 4 - 1Lee Sedol
- 102. “I thought AlphaGo was merely a machine … But when I saw this move I thought surely AlphaGo is creative”