SlideShare a Scribd company logo
• Weighted bias
f
𝒇1 𝑾 𝟏 𝒃 𝟏
𝒇2 𝑾 𝟐 𝒃 𝟐 1
w1 w2 w3 wn b
4
weights biases
5
1
w1 w2 w3 wn b
1 hidden layer, fully connected net: 2 hidden layers, fully connected net:
Convolutional layer: Max pooling layer:
Multiple bundles:
28
26
16
11
7.4
4.52
0
5
10
15
20
25
30
2010 2011 2012 2013 2014 2015
ImageNet top-5 error (%)
Top-5 error
[Krizhevsky, Sutskever,Hinton, 2012]
Azure Machine Learning Service
Data -> Predictive model -> Operational web API in minutes
Blobs and Tables
Hadoop (HDInsight)
Relational DB (Azure SQL DB)
Data Clients
Model is now a
web service that
is callable
Monetize the API
through our
marketplace
API
Integrated development
environment for Machine Learning
Cortana Analytics Workshop: Deep Neural Networks
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