TensorFlow Basics - 情報セキュリティ株式会社€¦ · •Testing Setup •Installing TensorFlow •Using TensorFlow •References. Information Security Confidential - Partner

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TensorFlow Basics

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Contents

2

• What is TensorFlow?

• TensorFlow Architecture

• Testing Setup

• Installing TensorFlow

• Using TensorFlow

• References

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What is TensorFlow?

3

• Google’s publicly available Deep Learning library

• In competition with Caffe, Theano, etc

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What is TensorFlow?

4

• Tensors are data (multidimensional array), Data Flow

-> Tensor Flow

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What is TensorFlow?

5

• Tensor

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What is TensorFlow?

6

• Flow

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What is TensorFlow?

7

• Data Flow Graphs

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TensorFlow Architecture

8

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Testing Setup

9

• Kali Linux 2018.1

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Installing TensorFlow

10

• Installing with Virtualenv (https://www.tensorflow.org/install/install_linux)

• Python 2.7, Python 3.n

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Installing TensorFlow

11

• Installing with Virtualenv (https://www.tensorflow.org/install/install_linux)

• Python 2.7

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Installing TensorFlow

12

• Installing with Virtualenv (https://www.tensorflow.org/install/install_linux)

• Python 2.7

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Installing TensorFlow

13

• Installing with Virtualenv (https://www.tensorflow.org/install/install_linux)

• Python 2.7

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Installing TensorFlow

14

• Installing with Virtualenv (https://www.tensorflow.org/install/install_linux)

• Python 2.7

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Installing TensorFlow

15

• Validate the installation (https://www.tensorflow.org/install/install_linux#ValidateYourInstallation)

• Python 2.7

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Using TensorFlow

16

• Linear Regression Program Code Basics

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Using TensorFlow

17

• tf.add

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Using TensorFlow

18

• tf.pow, tf.multiply

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References

19

• GitHub

https://github.com/tensorflow/tensorflow

• Official website

https://www.tensorflow.org

• Tutorials

https://github.com/martinwicke/tensorflow-tutorial