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Introduction to Machine Learning for Healthcare,
Finance, Energy, and Commerce
6/7/2017
Sam Putnam www.EnterpriseDeepLearning.com
Looking for more resources? I am teaching the Deploying Deep Learning Track at Deep Learning Conf®
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Sam PutnamIntroduction to Machine Learning for Healthcare, Finance, Energy, and Commerce
Machine Learning
Machine Learning
6/7/2017
Deep Learning
Sam PutnamIntroduction to Machine Learning for Healthcare, Finance, Energy, and Commerce
Deep Learning
6/7/2017
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
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
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
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
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
Deep Learning
Sam PutnamIntroduction to Machine Learning for Healthcare, Finance, Energy, and Commerce
Deep Learning
6/7/2017
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
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
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
Sam PutnamIntroduction to Machine Learning for Healthcare, Finance, Energy, and Commerce
http://juliandewit.github.io/kaggle-ndsb2017/
Deep Learning
6/7/2017
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
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
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
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
Sam PutnamIntroduction to Machine Learning for Healthcare, Finance, Energy, and Commerce
Optimizers
http://imgur.com/2dKCQHh
Deep Learning
6/7/2017
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
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
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
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
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
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
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
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
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
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
Resources
Sam PutnamIntroduction to Machine Learning for Healthcare, Finance, Energy, and Commerce
Resources
6/7/2017
Live!
Online!
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
