Andres Rodriguez at AI Frontiers: Catalyzing Deep Learning's Impact in the Enterprise
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Transcript of Andres Rodriguez at AI Frontiers: Catalyzing Deep Learning's Impact in the Enterprise
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Catalyzing Deep Learning's
Impact in the EnterpriseAndres Rodriguez, PhD
January 11, 2017
AIFrontiers
[adapted from a talk by Arjun Bansal, Intel Nervana]
MAKING MACHINES
SMARTER.™
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AI can transform the world for the better
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SAFER HEALTHIER HAPPIER
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But how does your enterprise win in this space?
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1. Use an existing model
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SegNet
AIICNN
bAbI
Q&A
GoogLeNet
Alexnet
Deep
Speech 2VGG
Sentiment Analysis
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2. Train with your data
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http://vision.stanford.edu/Datasets/collage_s.png
https://www.kaggle.com/c/dogs-vs-cats
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2. Train with your data
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http://vision.stanford.edu/Datasets/collage_s.png
http://adas.cvc.uab.es/task-cv2016/papers/0026.pdf
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TALENT POOL
Talent is tight
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3. Use Professional Services
GIVE A PERSON
A FISH
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4. Train your staff
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TEACH THEM
HOW TO FISH
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5. Evaluate lock-in
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6. If your org requires it - have an on premise plan
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Buys and
provisions
enterprise brands
piecemeal
Managed with
VMware
Organized and
managed with
vblocks
Commodity
hardware +
OpenStack
Uses Public
Cloud
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6. …or go straight to a cloud service
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Buys and
provisions
enterprise brands
piecemeal
Managed with
VMware
Organized and
managed with
vblocks
Commodity
hardware +
OpenStack
Uses Public
Cloud
SKIP UNNECESSARY SPENDING
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7. Use a scalable cloud service
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8. Embrace ludicrous speed
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8. Embrace ludicrous speed
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DEEP LEARNING
PROCESSOR
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TeraOps
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9. Plan a Data Strategy
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…
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TOps
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10. Have a deployment strategy
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Intel Nervana has you covered
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Images
Video
Text
Speech
Tabular
Time
series
Solutions
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Intel Nervana in action
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Healthcare: Tumor detection
Automotive: Speech interfacesFinance: Time-series search
engine
Positive:
Negative:
Agricultural Robotics Oil & Gas
Positive:
Negative:
Proteomics: Sequence analysis
Query:
Results:
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NERVANA