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1 .Operation Tulip: Using
Deep Learning to Automate
Auction Processes
Rodrigo Agundez,
Data Scientist @ GoDataDriven
rodrigoagundez@godatadriven.com
#AISAIS11
2 .About me
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PhD in Theoretical Physics
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Data Scientist @ GoDataDriven
or for my TSA buddies:
“I work with computers”
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From Tijuana, Mexico
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Live in Amsterdam
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Deep learning enthusiast
#AISAIS11
3 .●
Data innovation consultancy
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High quality:
– Data scientists
– Data engineers
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Based in Amsterdam
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Heineken, ING, Air
France-KLM, Unilever,
Maarkplaats (e-bay), Schiphol, KPN
booking.com, Unilever, Royal FloraHolland, etc.
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4 .Outline
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Flower auction AI use case
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Problem definition
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Proposed solution
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Transfer learning & bottleneck features
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Inference optimization
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Mariana & Heureka & Judy
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Feedback loop
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Architecture
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Conclusion
#AISAIS11
5 .Outline
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Flower auction AI use case
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Problem definition
●
Proposed solution
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Transfer learning & bottleneck features
●
Inference optimization
●
Mariana & Heureka & Judy
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Feedback loop
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Architecture
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Conclusion
#AISAIS11
6 .Royal FloraHolland
World’s biggest flower auction house
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7 .Royal FloraHolland
400,000 different types of plants and flowers
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8 .Royal FloraHolland
Over 26 million plants and flowers auctioned daily
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9 .Flower auction AI use case
Typical flow
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10 .Flower auction AI use case
11 .Flower auction AI use case
How big is it?
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12 .Flower auction AI use case
Hu?
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13 .Flower auction AI use case
He’s everywhere!
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14 .Requirements examples
Ruler Tray White
background
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15 .Multiple requirements
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16 .Flower auction AI use case
Gate keeper
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17 .Flower auction AI use case
Automation
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18 .Flower auction AI use case
Reject or fix when possible
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19 .Flower auction AI use case
Real-time feedback
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20 .Use cases
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Help the quality team
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Floriday: automated classification of picture types
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Photo app
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Potential future use as a service for third-parties
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21 .Outline
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Flower auction AI use case
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Problem definition
●
Proposed solution
●
Transfer learning & bottleneck features
●
Inference optimization
●
Mariana & Heureka & Judy
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Feedback loop
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Architecture
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Conclusion
#AISAIS11
22 .Problem definition
1 2
3
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23 .Problem definition
4 Plant
or
ruler flower
pr
n op
io or
t tio
ta n
ro
tray
...
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24 .Outline
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Flower auction AI use case
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Problem definition
●
Proposed solution
●
Transfer learning & bottleneck features
●
Inference optimization
●
Mariana & Heureka & Judy
●
Feedback loop
●
Architecture
●
Conclusion
#AISAIS11
25 .Deep learning to the rescue
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26 .Architecture
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27 .Outline
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Flower auction AI use case
●
Problem definition
●
Proposed solution
●
Transfer learning & bottleneck features
●
Inference optimization
●
Mariana & Heureka & Judy
●
Feedback loop
●
Architecture
●
Conclusion
#AISAIS11
28 .Transfer learning
Recycle state of the art trained models
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29 .Transfer learning
Available pre-trained models
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