Introduction to Machine Learning for Heathcare, Finance, Energy, and Commerce - Enterprise Deep Learning
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Introduction to Machine Learning for Heathcare, Finance, Energy, and Commerce - Enterprise Deep Learning
- 1. Introduction to Machine Learning for Healthcare, Finance, Energy, and Commerce Sam Putnam 7/12/2017 @edeeplearning Available July 26 and July 27? I am teaching the Executing Deep Learning Strategies and Deploying Enterprise Deep Learning Tracks at Deep Learning Conf™, hosted by Rise. Tickets are available now: www.DeepLearningConf.com
- 2. Intro to Applied ML Intro to Applied ML Sam Putnam What is machine learning? What kinds of machine learning are there? 7/12/2017 @edeeplearning Introduction to ML for Healthcare, Finance, Energy, and Commerce How do you evaluate a machine learning model?
- 3. Intro to ML Applications Sam Putnam Why is machine learning important to healthcare, finance, energy, and commerce? 7/12/2017 @edeeplearningIntro to ML Applications Introduction to ML for Healthcare, Finance, Energy, and Commerce
- 4. Enterprises in These Domains Currently Benefiting from Machine Learning Sam Putnam Healthcare - Medical Imaging, Drug Discovery, Insurance Finance - Trading, Compliance, Fraud Detection Energy - Load Prediction, Generation/Demand Balancing, Classification of Forecasting Models Commerce - Predicting Selling Prices, Recommendation Systems, Routing Vehicles, Triage/Question Answering 7/12/2017 @edeeplearningEnterprise Benefactors Introduction to ML for Healthcare, Finance, Energy, and Commerce
- 5. Part 1 Intro to Applied ML Sam Putnam Intro to Applied ML 7/12/2017 @edeeplearning Introduction to ML for Healthcare, Finance, Energy, and Commerce
- 6. Sam Putnam What is Machine Learning/AI? https://www.youtube.com/watch?v=l95h4alXfAA Intro to Applied ML 7/12/2017 @edeeplearning Introduction to ML for Healthcare, Finance, Energy, and Commerce http://www.codesofinterest.com/2016/11/difference-artificial-intelligence-machine-learning-deep-learning.html
- 7. Machine Learning is for X Sam Putnam Intro to Applied ML “Ok Google - Will my house sell for $10m - Yes or no?” Regression Classification “Hey Siri - What can I sell my house for?” 7/12/2017 @edeeplearning Introduction to ML for Healthcare, Finance, Energy, and Commerce
- 8. Machines learn by example Sam Putnam Intro to Applied ML Supervised Classification You Show Google a ton of pictures of houses and condos. You point at every single one and say…. “Ok Google. This is a house” or you say… “Ok Google. This is a condo…” Now, You take a picture of a house. “Ok Google, what is this?” Google - “That’s a house!” 7/12/2017 @edeeplearning Introduction to ML for Healthcare, Finance, Energy, and Commerce
- 9. Sam Putnam Intro to Applied ML Supervised Regression “Hey Siri - the house down the street sold for $15m and it has 3 bedrooms and 2 baths on 15 acres. You tell Siri about a lot of other houses, too. Now, you tell Siri that your house has 4 bedrooms and 2 baths on 15 acres. “Hey Siri - What will my house sell for?” Siri - “$15.5m!” Machines learn by example 7/12/2017 @edeeplearning Introduction to ML for Healthcare, Finance, Energy, and Commerce
- 10. Machines also learn by recognizing patterns Sam Putnam Intro to Applied ML Unsupervised Classification You Show Google a ton of pictures of houses and condos. You point at every single one and say…. “Ok Google. This is a house” or you say… “Ok Google. This is a condo…” [You say nothing]. Google’s algo groups the pictures into two groups. You label one “house” and one “condo”. Now, You take a picture of a house. “Ok Google, what is this?” Google - “That’s a house!” 7/12/2017 @edeeplearning Introduction to ML for Healthcare, Finance, Energy, and Commerce
- 11. Machines also learn by recognizing patterns Sam Putnam Intro to Applied ML Unsupervised Regression “Hey Siri - the house down the street sold for $15m and it has 3 bedrooms and 2 baths on 15 acres. You tell Siri about a lot of other houses, too. Siri’s algo puts the houses on a map. You split the map up by price. Now, you tell Siri that your house has 4 bedrooms and 2 baths on 15 acres. “Hey Siri - What will my house sell for?” Siri - “$15.5m!” 7/12/2017 @edeeplearning Introduction to ML for Healthcare, Finance, Energy, and Commerce
- 12. Sam Putnam Bias-Variance Trade-off Intro to Applied ML 7/12/2017 @edeeplearning Introduction to ML for Healthcare, Finance, Energy, and Commerce
- 13. Sam Putnam Precision vs. Recall Medicine - Need Recall Want False Negatives to be as small as possible Spam - Need Precision Want False Positives to be as small as possible https://en.wikipedia.org/wiki/Precision_and_recall#/media/File:Precisionrecall.svg Intro to Applied ML 7/12/2017 @edeeplearning Introduction to ML for Healthcare, Finance, Energy, and Commerce
- 14. Sam Putnam Under (Left) vs. Overfitting (Right) http://scikit-learn.org/stable/auto_examples/model_selection/plot_underfitting_overfitting.html Intro to Applied ML 7/12/2017 @edeeplearning Introduction to ML for Healthcare, Finance, Energy, and Commerce
- 15. Sam Putnam What is Deep Learning? “Teach computers how to do things only humans were capable of before” - Vincent Vanhoucke, Principal Scientist, Google https://youtu.be/INt1nULYPak?t=28s 7/12/2017 @edeeplearning Introduction to ML for Healthcare, Finance, Energy, and Commerce Intro to Applied ML
- 16. Sam Putnam Neural Networks - Intro http://imgur.com/2dKCQHh 7/12/2017 @edeeplearningIntro to Applied ML https://ml.berkeley.edu/blog/2017/02/04/tutorial-3/ Introduction to ML for Healthcare, Finance, Energy, and Commerce
- 17. Sam Putnam Deep Machine Learning for Objects https://www.youtube.com/watch?v=KAB11FrQz_Q 7/12/2017 @edeeplearning Introduction to ML for Healthcare, Finance, Energy, and Commerce Intro to Applied ML
- 18. Part 2 Sam Putnam Intro to ML Applications Intro to ML Applications 7/12/2017 @edeeplearning Introduction to ML for Healthcare, Finance, Energy, and Commerce
- 19. ML for Healthcare Sam Putnam Is this Cancer in this image? How many medical records do we need to be able to provide insurance to people in this region in Africa? 7/12/2017 @edeeplearningIntro to ML Applications Introduction to ML for Healthcare, Finance, Energy, and Commerce
- 20. ML for Finance Sam Putnam How much smoke is coming out of this factory in China today compared to a month ago today? Was this a code word that someone sent through this Bloomberg terminal just now? 7/12/2017 @edeeplearningIntro to ML Applications Introduction to ML for Healthcare, Finance, Energy, and Commerce
- 21. ML for Energy Sam Putnam How much power is the Western Interconnection going to be using tomorrow at noon? How long will it take for us to get paid back for hooking up our university to solar? 7/12/2017 @edeeplearningIntro to ML Applications Introduction to ML for Healthcare, Finance, Energy, and Commerce
- 22. ML for Commerce Sam Putnam What is the next best news article to put under this news article on our online newspaper? How much will my house sell for? 7/12/2017 @edeeplearningIntro to ML Applications Introduction to ML for Healthcare, Finance, Energy, and Commerce
- 23. Part 3 Sam Putnam 7/12/2017 @edeeplearning Enterprise Benefactors Introduction to ML for Healthcare, Finance, Energy, and Commerce
- 24. Machine Learning in Healthcare Sam Putnam Healthcare Space Medical Imaging Drug Discovery Insurance Claims/Coverage Enterprise Benefactors 7/12/2017 @edeeplearning Introduction to ML for Healthcare, Finance, Energy, and Commerce
- 25. Machine Learning in Finance Sam Putnam Finance Space Fraud Detection Compliance Macroeconomic Trends Enterprise Benefactors 7/12/2017 @edeeplearning Introduction to ML for Healthcare, Finance, Energy, and Commerce Trading
- 26. Machine Learning in Energy Sam Putnam Energy Space Predicting Demand Balancing Generation/Demand Enterprise Benefactors 7/12/2017 @edeeplearning Introduction to ML for Healthcare, Finance, Energy, and Commerce Classifying Value of Forecasts
- 27. Machine Learning in Commerce Sam Putnam Commerce Space Interviewing Job Applicants Routing vehicles Closing Prices for Houses Enterprise Benefactors 7/12/2017 @edeeplearning Introduction to ML for Healthcare, Finance, Energy, and Commerce Triage/ Wellness Imports/Exports
- 28. Thank you! sam@edeeplearning.com Thank you to publishers of diagrams and photos. Slides are for today only. Always looking for new members, speakers & locations to host Machine Learning presentations in Vermont, New Hampshire, Boston, and New York. Sam Putnam 7/12/2017 @edeeplearning Introduction to ML for Healthcare, Finance, Energy, and Commerce