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The Data Delusion
NEIL LAWRENCE UNIVERSITY OF SHEFFIELD
GLOBAL INFORMATION STORAGE CAPACITY
IN OPTIMALLY COMPRESSED BYTES
ConvNets Developed SVMs dominate NIPS
The Data Delusion NEIL LAWRENCE UNIVERSITY OF SHEFFIELD GLOBAL - - PowerPoint PPT Presentation
The Data Delusion NEIL LAWRENCE UNIVERSITY OF SHEFFIELD GLOBAL - - PowerPoint PPT Presentation
The Data Delusion NEIL LAWRENCE UNIVERSITY OF SHEFFIELD GLOBAL INFORMATION STORAGE CAPACITY IN OPTIMALLY COMPRESSED BYTES SVMs ConvNets dominate NIPS Developed Coal Google Facebook Amazon Tin Startups Outline of the DeepFace
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Coal Tin Google Facebook Amazon Startups
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Outline of the DeepFace architecture. A front-end of a single convolution-pooling-convolution filtering on the rectified input, followed by three locally-connected layers and two fully- connected layers. Color illustrates feature maps produced at each layer. The net includes more than 120 million parameters, where more than 95% come from the local and fully connected layers. Source: DeepFace
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g đĻ = f9(f8(f7(f6(⯠)))) g đĻ
f1(đĻ) f2(â) f3(â) f4(â) f5(â) f6(â)f7(â)f8(â)f9(â)
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đ 9 h = đ Īđ đĨ1đâđ đ Īđ đĨ2đâđ ⎠đ Īđ đĨđđâđ
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đ 9 h = Ī Wh W â âđ8Ãđ9
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đ˛ Ī W
1đ˛1
đŗ Ī W2đĸ1 Ī W3đĸ2
Yes No
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đ˛ Ī W
1đ˛1
đŗ Ī W2đĸ1 Ī W3đĸ2
Yes No
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B A
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dđ(đĻ) dđĻ đ(đĻ) āļą đ đĻ đ đĻ dđĻ
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Gaussian Processes
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Health
- Complex
system
- Scarce data
- Different
modalities
- Poor
understanding
- f mechanism
- Large scale
gene expression clinical notes biopsy X-ray genotype epigenotype environmen t
State of health Organ states Cell states
PLoS Comp Bio, Nature Methods survival analysis clinical tests treatment biopsy X-ray
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Coal Tin Google Facebook Amazon Startups Railways Data Infrastructure
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data trust Data
ML ML
User User User User User User User Data Data Data Data Data Data Data
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