Quality and Testing of AI Algorithms - Enterprise Deep Learning
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5/3/2017 - New York Event: http://testleadershipcongress-ny.com/machine-learning-society.html N.B. Sources are linked in the slides. Get Sam Putnam's essays and talk schedule in your inbox: https://upscri.be/2611dd/
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Quality and Testing of AI Algorithms - Enterprise Deep Learning
- 1. Quality and Testing of Artificial Intelligence Algorithms 5/3/2017 Sam Putnam, Enterprise Deep Learning, LLC www.EnterpriseDeepLearning.com Want to learn more? I am teaching the Deploying Deep Learning Track at Deep Learning Conf® Tickets are available now: www.DeepLearningConf.com
- 2. Topics Machine Learning Algorithms in Production Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Spam Classification Activity - Introductions Recommendation Systems Neural Networks Decision Tree Classifiers 5/3/2017
- 3. Topics Deploying Machine Learning Algorithms Sam PutnamQuality and Testing of Artificial Intelligence Algorithms Best Practices Activity - Kaggle Best Practices Questions & Terminology Packages Exist 5/18/2017
- 4. Topics Algorithms in the Media Sam PutnamQuality and Testing of Artificial Intelligence Algorithms Deploying Machine Learning Algorithms Activity - Combating Bias In Your Business’ Algorithms Success Stories Challenges/Pushback AI-First 5/3/2017
- 5. Topics Enterprise Risk Mitigation Framework Sam PutnamQuality and Testing of Artificial Intelligence Algorithms Evaluating Vendors Activity - Workshop Close Public and Private Data Sources Your Ecosystem Artificial Intelligence Today 5/3/2017
- 6. Part 1 of 4 Machine Learning Algorithms in Production Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Machine Learning Algorithms in Production 5/3/2017
- 7. Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Machine Learning Algorithms in Production 5/3/2017 http://benanne.github.io/2014/08/05/spotify-cnns.html
- 8. Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Machine Learning Algorithms in Production 5/3/2017
- 9. Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Machine Learning Algorithms in Production Activity - Name, Short Professional Bio, Interest in this Workshop 5/3/2017
- 10. Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Machine Learning Algorithms in Production 5/3/2017http://www.r2d3.us/visual-intro-to-machine-learning-part-1/
- 11. Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Machine Learning Algorithms in Production 5/3/2017 https://www.youtube.com/watch?v=JHQ0Qv0l54U
- 12. Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Machine Learning Algorithms in Production 5/3/2017 https://www.youtube.com/watch?v=6YJRujHRbb8
- 13. Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Machine Learning Algorithms in Production 5/3/2017 http://deeplearning.lipingyang.org/2016/11/16/how-neural-networks-recognize-a-dog-in-a-photo/
- 14. Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Machine Learning Algorithms in Production 5/3/2017 https://backchannel.com/inside-facebooks-ai-machine-7a869b922ea7
- 15. Part 2 of 4 Deploying Machine Learning Algorithms Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Deploying Machine Learning Algorithms 5/3/2017
- 16. Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Deploying Machine Learning Algorithms 5/3/2017 http://martin.zinkevich.org/rules_of_ml/rules_of_ml.pdf
- 17. Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Deploying Machine Learning Algorithms 5/3/2017http://martin.zinkevich.org/rules_of_ml/rules_of_ml.pdf
- 18. Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Deploying Machine Learning Algorithms 5/3/2017 http://martin.zinkevich.org/rules_of_ml/rules_of_ml.pdf
- 19. Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Deploying Machine Learning Algorithms 5/3/2017 http://martin.zinkevich.org/rules_of_ml/rules_of_ml.pdf
- 20. Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Deploying Machine Learning Algorithms 5/3/2017 http://martin.zinkevich.org/rules_of_ml/rules_of_ml.pdf
- 21. Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Deploying Machine Learning Algorithms Activity Self-paced 1) Run Code https://www.kaggle.com/sharmasanthosh/exploratory- study-on-ml-algorithms 2) Collaborate with Neighbor on Questions or 3) Ask Me 5/3/2017
- 22. Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Deploying Machine Learning Algorithms 5/3/2017 http://martin.zinkevich.org/rules_of_ml/rules_of_ml.pdf
- 23. Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Deploying Machine Learning Algorithms 5/3/2017 http://martin.zinkevich.org/rules_of_ml/rules_of_ml.pdf
- 24. Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Deploying Machine Learning Algorithms 5/3/2017http://martin.zinkevich.org/rules_of_ml/rules_of_ml.pdf
- 25. Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Deploying Machine Learning Algorithms 5/3/2017 http://p.migdal.pl/2017/04/30/teaching-deep-learning.html
- 26. Part 3 of 4 Algorithms in the Media Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Algorithms in the Media 5/3/2017
- 27. Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Algorithms in the Media 5/3/2017 https://www.dailydot.com/debug/google-voice-recognition-gender-bias/
- 28. Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Algorithms in the Media 5/3/2017 http://www.businessinsider.com/predictive-policing-discriminatory-police-crime-2016-10
- 29. Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Algorithms in the Media 5/3/2017 http://www.independent.co.uk/life-style/gadgets-and-tech/news/googles-algorithm-shows-prestigious-job-ads-to-men-but-not-to- women-10372166.html
- 30. Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Algorithms in the Media 5/3/2017 http://dilbert.com/strip/2013-02-02
- 31. Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Algorithms in the Media Activity 1) What part of your business could be affected by algorithms? 2) How could these algorithms be biased? 3) How could you mitigate this? 5/3/2017
- 32. Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Algorithms in the Media 5/3/2017 http://www.economist.com/news/business/21720675-firm-using-algorithm-designed-cern-laboratory-how-germanys-otto-uses
- 33. Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Algorithms in the Media 5/3/2017http://www.newyorker.com/magazine/2017/04/03/ai-versus-md
- 34. Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Algorithms in the Media 5/3/2017 https://www.nytimes.com/2016/12/14/magazine/the-great-ai-awakening.html?_r=0
- 35. Part 4 of 4 Enterprise Risk Mitigation Framework Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Enterprise Risk Mitigation Framework 5/3/2017
- 36. Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Enterprise Risk Mitigation Framework 5/3/2017 https://blog.ycombinator.com/how-to-know-when-products-actually-use-ai/ can’t find original source. know it? email me - sam@EDeepLearning.com - I’ll add it
- 37. Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Enterprise Risk Mitigation Framework 5/3/2017 https://blog.ycombinator.com/how-to-know-when-products-actually-use-ai/https://xkcd.com/1425/
- 38. Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Enterprise Risk Mitigation Framework 5/3/2017 https://blog.ycombinator.com/how-to-know-when-products-actually-use-ai/ https://play.google.com/store/apps/details?id=com.google.android.googlequicksearchbox&hl=en
- 39. Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Enterprise Risk Mitigation Framework Activity 1) What did you learn? 2) What did you wish you could have learned? 3) What are you going to bring back to your career? 5/3/2017
- 40. Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Enterprise Risk Mitigation Framework 5/3/2017 https://blog.ycombinator.com/how-to-know-when-products-actually-use-ai/ https://twitter.com/fchollet/status/792960796133163008
- 41. Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Enterprise Risk Mitigation Framework 5/3/2017https://blog.ycombinator.com/how-to-know-when-products-actually-use-ai/ https://medium.com/@ageitgey/machine-learning-is-fun-part-3-deep-learning-and-convolutional-neural-networks-f40359318721
- 42. Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Enterprise Risk Mitigation Framework 5/3/2017 https://blog.ycombinator.com/how-to-know-when-products-actually-use-ai/ can’t find original source. know it? email me - sam@EDeepLearning.com - I’ll add it
- 43. Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Enterprise Risk Mitigation Framework 1. Search ‘Deep Learning’ 2. Listen 5/3/2017
- 44. Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Enterprise Risk Mitigation Framework Artificial Intelligence 5/3/2017 https://blog.ycombinator.com/how-to-get-into-natural-language-processing/
- 45. Topics Machine Learning Algorithms in Production Deploying Machine Learning Algorithms Algorithms in the Media Enterprise Risk Mitigation Framework Quality and Testing of Artificial Intelligence Algorithms Sam Putnam 5/3/2017
- 46. Thank you Always looking for new members & new locations in Cambridge, US or NYC & new speakers to present on Deep Learning in Production topics Thank you to the Machine Learning Society and Anna Royzman Quality and Testing of Artificial Intelligence Algorithms Sam Putnam Thank you to Google, Amazon, Facebook, YC, DARPA, Others who have published diagrams and photos. Slides are for today only. 5/3/2017 https://www.slideshare.net/anirudhkoul/squeezing-deep-learning-into-mobile-phones/77