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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.™
AI can transform the world for the better
2
SAFER HEALTHIER HAPPIER
But how does your enterprise win in this space?
3
1. Use an existing model
4
SegNet
AIICNN
bAbI
Q&A
GoogLeNet
Alexnet
Deep
Speech 2VGG
Sentiment Analysis
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
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
TALENT POOL
Talent is tight
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3. Use Professional Services
GIVE A PERSON
A FISH
4. Train your staff
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TEACH THEM
HOW TO FISH
5. Evaluate lock-in
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6. If your org requires it - have an on premise plan
11
Buys and
provisions
enterprise brands
piecemeal
Managed with
VMware
Organized and
managed with
vblocks
Commodity
hardware +
OpenStack
Uses Public
Cloud
6. …or go straight to a cloud service
12
Buys and
provisions
enterprise brands
piecemeal
Managed with
VMware
Organized and
managed with
vblocks
Commodity
hardware +
OpenStack
Uses Public
Cloud
SKIP UNNECESSARY SPENDING
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
9. Plan a Data Strategy
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…
55
TOps
10. Have a deployment strategy
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Intel Nervana has you covered
18
Images
Video
Text
Speech
Tabular
Time
series
Solutions
Intel Nervana in action
19
Healthcare: Tumor detection
Automotive: Speech interfacesFinance: Time-series search
engine
Positive:
Negative:
Agricultural Robotics Oil & Gas
Positive:
Negative:
Proteomics: Sequence analysis
Query:
Results:
NERVANA