introduction to machine learning for healthcare, finance, energy, and commerce - enterprise deep...
TRANSCRIPT
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Introduction to Machine Learning for Healthcare,
Finance, Energy, and Commerce
6/7/2017
Sam Putnam www.EnterpriseDeepLearning.com
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Sam PutnamIntroduction to Machine Learning for Healthcare, Finance, Energy, and Commerce
Machine Learning
Machine Learning
6/7/2017
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Deep Learning
Sam PutnamIntroduction to Machine Learning for Healthcare, Finance, Energy, and Commerce
Deep Learning
6/7/2017
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Sam PutnamIntroduction to Machine Learning for Healthcare, Finance, Energy, and Commerce
Deep Learning in Healthcare, Finance, Energy, and Commerce
Deep Machine Learning for Healthcare, Finance, Energy, Commerce
6/7/2017
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Machine Learning
Sam PutnamIntroduction to Machine Learning for Healthcare, Finance, Energy, and Commerce
What is Machine Learning/AI?
https://www.youtube.com/watch?v=l95h4alXfAA6/7/2017
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Machine Learning
Sam PutnamIntroduction to Machine Learning for Healthcare, Finance, Energy, and Commerce
Precision vs. Recall
Medicine - Need Recall
Spam - Need Precision
https://en.wikipedia.org/wiki/Precision_and_recall#/media/File:Precisionrecall.svg
6/7/2017
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Sam PutnamIntroduction to Machine Learning for Healthcare, Finance, Energy, and Commerce
K-Nearest Neighbor
http://cs229.stanford.edu/proj2015/345_report.pdf
http://cs229.stanford.edu/proj2015/345_poster.pdf
Machine Learning
6/7/2017
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Sam PutnamIntroduction to Machine Learning for Healthcare, Finance, Energy, and Commerce
PCA
http://cs229.stanford.edu/proj2012/BussetiOsbandWong-DeepLearningForTimeSeriesModeling.pdf
Machine Learning
6/7/2017
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Deep Learning
Sam PutnamIntroduction to Machine Learning for Healthcare, Finance, Energy, and Commerce
Deep Learning
6/7/2017
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What is Deep Learning
Sam PutnamIntroduction to Machine Learning for Healthcare, Finance, Energy, and Commerce
https://www.youtube.com/watch?v=INt1nULYPak&feature=youtu.be
Deep Learning
6/7/2017
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What is Deep Learning
Sam PutnamIntroduction to Machine Learning for Healthcare, Finance, Energy, and Commerce
https://www.youtube.com/watch?v=INt1nULYPak&feature=youtu.be&t=41s
“Recently […] discover medicines, understanding natural language, understanding documents, and
for example, ranking them for search” - Vincent Vanhoucke, Principal Scientist, Google
Deep Learning
6/7/2017
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What is Deep Learning?
Sam PutnamIntroduction to Machine Learning for Healthcare, Finance, Energy, and Commerce
“Teach computers how to do things only humans were capable of before”
- Vincent Vanhoucke, Principal Scientist, Google
https://youtu.be/INt1nULYPak?t=28s
Deep Learning
6/7/2017
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Sam PutnamIntroduction to Machine Learning for Healthcare, Finance, Energy, and Commerce
http://juliandewit.github.io/kaggle-ndsb2017/
Deep Learning
6/7/2017
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Sam PutnamIntroduction to Machine Learning for Healthcare, Finance, Energy, and Commerce
http://www.cv-foundation.org/openaccess/content_iccv_2015/papers/Tran_Learning_Spatiotemporal_Features_ICCV_2015_paper.pdf
3D Convolutional Neural Networks
Deep Learning
6/7/2017
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Sam PutnamIntroduction to Machine Learning for Healthcare, Finance, Energy, and Commerce
Filter and Pool
http://www.dimatura.net/research/voxnet/
Deep Learning
6/7/2017
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Sam PutnamIntroduction to Machine Learning for Healthcare, Finance, Energy, and Commerce
Feed Slices into CNN
https://www.youtube.com/watch?v=KAB11FrQz_Q
Deep Learning
6/7/2017
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Sam PutnamIntroduction to Machine Learning for Healthcare, Finance, Energy, and Commerce
(n.b. for) Confusion Matrix
http://juliandewit.github.io/kaggle-ndsb2017/
Deep Learning
6/7/2017
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Sam PutnamIntroduction to Machine Learning for Healthcare, Finance, Energy, and Commerce
Optimizers
http://imgur.com/2dKCQHh
Deep Learning
6/7/2017
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MLP
Sam PutnamIntroduction to Machine Learning for Healthcare, Finance, Energy, and Commerce
Deep Learning
6/7/2017https://docs.google.com/a/google.com/viewer?url=www.google.com/about/datacenters/efficiency/internal/assets/
machine-learning-applicationsfor-datacenter-optimization-finalv2.pdf
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Sam PutnamIntroduction to Machine Learning for Healthcare, Finance, Energy, and Commerce
http://cs229.stanford.edu/proj2015/345_report.pdf
LSTM
Deep Learning
6/7/2017
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Deep Machine Learning for Healthcare, Finance, Energy, and
Commerce
Deep Machine Learning for Healthcare, Finance, Energy, Commerce
Sam PutnamIntroduction to Machine Learning for Healthcare, Finance, Energy, and Commerce
6/7/2017
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Deep Learning in Healthcare
Sam PutnamIntroduction to Machine Learning for Healthcare, Finance, Energy, and Commerce
Healthcare Space Deep Learning
Deep Machine Learning for Healthcare, Finance, Energy, Commerce
3D CNN
6/7/2017
https://github.com/vdumoulin/conv_arithmetic
https://leonardoaraujosantos.gitbooks.io/artificial-inteligence/content/more_images/Convolution_schematic.gif
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Deep Learning in Finance
Sam PutnamIntroduction to Machine Learning for Healthcare, Finance, Energy, and Commerce
Finance SpaceDeep Learning
Deep Machine Learning for Healthcare, Finance, Energy, Commerce
Faster than LSTM
https://twitter.com/Smerity/status/798684883346288640
6/7/2017
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Deep Learning in Energy
Sam PutnamIntroduction to Machine Learning for Healthcare, Finance, Energy, and Commerce
Energy Space Deep Learning
Deep Machine Learning for Healthcare, Finance, Energy, Commerce
LSTM
6/7/2017
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Deep Learning in Commerce
Sam PutnamIntroduction to Machine Learning for Healthcare, Finance, Energy, and Commerce
Commerce SpaceDeep Learning
Deep Machine Learning for Healthcare, Finance, Energy, Commerce
6/7/2017
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Deep Learning in Commerce
Sam PutnamIntroduction to Machine Learning for Healthcare, Finance, Energy, and Commerce
Deep Machine Learning for Healthcare, Finance, Energy, Commerce
6/7/2017
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2. Listen
TensorFlow Serving, Deep Learning on Mobile, and Deeplearning4j on the JVM Sam Putnam
1. Search ‘Deep Learning’
5/4/2017
Travel
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Using an LSTM to Generate Music
Sam PutnamIntroduction to Machine Learning for Healthcare, Finance, Energy, and Commerce
https://twitter.com/samdeeplearning/status/844657399239770113
http://www.hexahedria.com/2015/08/03/composing-music-with-recurrent-neural-networks/
https://magenta.tensorflow.org/nsynth
Music (turn down your headphones - it’s loud and a work in progress)
6/7/2017
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Resources
Sam PutnamIntroduction to Machine Learning for Healthcare, Finance, Energy, and Commerce
Resources
6/7/2017
Live!
Online!
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Thank you!
Thank you to Google & others who have published diagrams, videos and photos. Slides are for today only.
Sam PutnamIntroduction to Machine Learning for Healthcare, Finance, Energy, and Commerce
6/7/2017
https://www.slideshare.net/anirudhkoul/squeezing-deep-learning-into-mobile-phones/77
Always looking for new members & new locations in Cambridge, US or NYC & new speakers to present on Deep Learning in Production topics