Introduction to Machine Learning for Healthcare, Finance, Energy, and Commerce - Enterprise Deep...

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

6/7/2017

Deep Learning

6/7/2017

Deep Learning in Healthcare, Finance, Energy, and Commerce

Deep Machine Learning for Healthcare, Finance, Energy, Commerce

6/7/2017

Machine Learning

What is Machine Learning/AI?

https://www.youtube.com/watch?v=l95h4alXfAA6/7/2017

Machine Learning

Precision vs. Recall

Medicine - Need Recall

Spam - Need Precision

https://en.wikipedia.org/wiki/Precision_and_recall#/media/File:Precisionrecall.svg

6/7/2017

K-Nearest Neighbor

http://cs229.stanford.edu/proj2015/345_report.pdf

http://cs229.stanford.edu/proj2015/345_poster.pdf

Machine Learning

6/7/2017

http://cs229.stanford.edu/proj2012/BussetiOsbandWong-DeepLearningForTimeSeriesModeling.pdf

Machine Learning

6/7/2017

Deep Learning

6/7/2017

What is Deep Learning

https://www.youtube.com/watch?v=INt1nULYPak&feature=youtu.be

Deep Learning

6/7/2017

What is Deep Learning

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

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

Deep Learning

6/7/2017

http://juliandewit.github.io/kaggle-ndsb2017/

Deep Learning

6/7/2017

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

Filter and Pool

http://www.dimatura.net/research/voxnet/

Deep Learning

6/7/2017

Feed Slices into CNN

https://www.youtube.com/watch?v=KAB11FrQz_Q

Deep Learning

6/7/2017

(n.b. for) Confusion Matrix

http://juliandewit.github.io/kaggle-ndsb2017/

Deep Learning

6/7/2017

Optimizers

http://imgur.com/2dKCQHh

Deep Learning

6/7/2017

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

http://cs229.stanford.edu/proj2015/345_report.pdf

Deep Learning

6/7/2017

Deep Machine Learning for Healthcare, Finance, Energy, and

Commerce

6/7/2017

Deep Learning in Healthcare

Healthcare Space Deep Learning

3D CNN

6/7/2017

https://github.com/vdumoulin/conv_arithmetic

https://leonardoaraujosantos.gitbooks.io/artificial-inteligence/content/more_images/Convolution_schematic.gif

Deep Learning in Finance

Finance SpaceDeep Learning

Faster than LSTM

https://twitter.com/Smerity/status/798684883346288640

6/7/2017

Deep Learning in Energy

Energy Space Deep Learning

6/7/2017

Deep Learning in Commerce

Commerce SpaceDeep Learning

6/7/2017

Deep Learning in Commerce

6/7/2017

2. Listen

TensorFlow Serving, Deep Learning on Mobile, and Deeplearning4j on the JVM Sam Putnam

1. Search ‘Deep Learning’

5/4/2017

Travel

Using an LSTM to Generate Music

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

Resources

6/7/2017

Online!

Thank you!

sam@edeeplearning.com

Thank you to Google & others who have published diagrams, videos and photos. Slides are for today only.

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

Introduction to Machine Learning for Healthcare, Finance, Energy, and Commerce - Enterprise Deep...

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