tensorboard ハンズオン

Post on 09-Feb-2017

1.294 Views

Category:

Technology

1 Downloads

Preview:

Click to see full reader

TRANSCRIPT

TensorFlow (2016-07-17):

TensorBoard� TensorFlow we

Web� T w e

2016-07-17 4

n T

� 9�0#'�� Accuracy

52016-07-17

n T

� !���%$ 73

6

max

min

7%16%31%

69%84%93%

median

2016-07-17

n T

� ��(��15

72016-07-17

n T

� #'"��&)� ( , )

82016-07-17

n T

� .:+,

92016-07-17

n T

� ����� (0.9�)

102016-07-17

nT f

����������*=4��

Ø wØ

a f

112016-07-17

12

� (MNIST)(MLP)T

a f� s →goo.gl/Q85fRf

� TB

w wT

2016-07-17 13

wd wa f

142016-07-17

w

15

$ tensorboard --logdir=`pwd`/data/mnist

w(*.ipynb) w T

s

GRAPH w w2016-07-17

w� …

162016-07-17

w e� w e

1. ß d

2.

3.

172016-07-17

w e� 1.

182016-07-17

w e

192016-07-17

w e

20

w w

2016-07-17

w e

21

n e

2016-07-17

w e

22

l T

2016-07-17

w e� 3.

232016-07-17

w e

242016-07-17

w e

252016-07-17

� a

26

tf.scalar_summary()T

add_summary()T” ”

� scalar_summary/ T T

� add_summary

2016-07-17

272016-07-17

e� d T

28

tf.scalar_summary()T

� add_summary d

T d

2016-07-17

e

292016-07-17

� T

30

SummaryWrite �

T WriterT

o B

2016-07-17

312016-07-17

� add_summaryr notebookT

32

w i

2016-07-17

� VariableT T

33

global_step

2016-07-17

� Notebook w dT

342016-07-17

� ae rT T

352016-07-17

36

� gradient d Tcf.tf.contrib.layers.optimize_loss() d

2016-07-17

� d TØ CNN e AutoEncoderT

[ ID, (= ), (= ), ]Tensor

372016-07-17

38

� a W1,W2d a

2016-07-17

or� T e

T

39

sess.run

add_run_metadataT

2016-07-17

or

40

n

2016-07-17

d

1. ��(��15 /2-2. <8����������� ;673�9�0#'��

41

ViVa! TensorBoard!2016-07-17

top related