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Explainable AI : Machine Learning for Humans - AI Paris2018

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Interpretability is the Success Key Factor when opting for Artificial Intelligence. Bleckwen, a French fintech specialized in Artificial Intelligence for fraud prevention, presents how explanable AI can be applied to its models.
www.bleckwen.ai

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Explainable AI : Machine Learning for Humans - AI Paris2018

  1. 1. Explainable AI: Machine Learning for Humans Yannick Martel Bleckwen Director 12 June, 2018 @bleckwen_ai Leonardo Noleto Bleckwen Senior Data Scientist www.linkedin.com/company/bleckwen
  2. 2. Artificial Intelligence is Everywhere
  3. 3. Booking an appointment for you
  4. 4. Beating the Go Master
  5. 5. Carrying goods
  6. 6. Defeating Breast Cancer
  7. 7. Speaking Chinese
  8. 8. And even painting
  9. 9. When a task can be automated at a low cost, the task will be automated. Image from Kurzweil’s The Singularity Is Near, published in 2005.
  10. 10. Autonomous AI Augmented Human Human-in-the-loop Human-out-of-the-loop
  11. 11. We believe in a collaboration between Human and Artificial Intelligence. Interpretability is the key enabler.
  12. 12. Why you should care about Interpretability? Image from Drive.ai, a self-driving car service for public use in Frisco, Texas
  13. 13. “Interpretability is the degree to which a human can understand the cause of a decision.” Miller, Tim. 2017. “Explanation in Artificial Intelligence: Insights from the Social Sciences.”
  14. 14. Why do we need interpretability? STRENGTHEN TRUST AND TRANSPARENCY SATISFY REGULATORY REQUIREMENTS EXPLAIN DECISIONS IMPROVE MODELS Get more information in our blog post
  15. 15. But what about the trade-off Accuracy vs. Interpretability? Image source: https://blog.bigml.com/2018/05/01/prediction-explanation-adding-transparency-to-machine-learning/amp/
  16. 16. Explaining the taxonomy of Interpretability globallocal
  17. 17. Explaining the taxonomy of Interpretability Model- agnostic Model-specific
  18. 18. Explaining the taxonomy of Interpretability globallocal Model- agnostic Model-specific
  19. 19. Explaining the taxonomy of Interpretability globallocal Model- agnostic Model-specific Added value for industries
  20. 20. How we are helping the banking industry accelerate the adoption of AI?
  21. 21. Our clients are fighting against financial fraud with the power of Machine Learning and the Behavioral Profiling while keeping decisions interpretable.
  22. 22. How is that possible?
  23. 23. Complex Model Local surrogate model Introducing LIME Local Interpretable Model-Agnostic Explanations
  24. 24. Introducing LIME Local Interpretable Model-Agnostic Explanations Extracting explanations from a linear model
  25. 25. We combine best-in-class Machine Learning models with interpretation technologies to get the best from a collective artificial and human intelligence Get more information in our blog post
  26. 26. Collaboration between Human Being and Artificial Intelligence will secure the world.
  27. 27. DEEP TRUTH REVEALED Anti-fraud solution for banks Thank you for your attention. www.bleckwen.ai Tous droits réservés, toute reproduction ou diffusion du contenu est interdite sans l'autorisation écrite de Bleckwen

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