Mnist

import tflearn
from tflearn.layers.conv import conv_2d, max_pool_2d
from tflearn.layers.core import input_data, dropout, fully_connected
from tflearn.layers.estimator import regression
import tflearn.datasets.mnist as mnist

X, Y, test_x, test_y = mnist.load_data(one_hot=True)

X = X.reshape([-1, 28, 28, 1])
test_x = test_x.reshape([-1, 28, 28, 1])

convnet = input_data(shape=[None, 28, 28, 1], name='input')

convnet = conv_2d(convnet, 32, 2, activation='relu')
convnet = max_pool_2d(convnet, 2)

convnet = conv_2d(convnet, 64, 2, activation='relu')
convnet = max_pool_2d(convnet, 2)

convnet = fully_connected(convnet, 1024, activation='relu')
convnet = dropout(convnet, 0.8)

convnet = fully_connected(convnet, 10, activation='softmax')
convnet = regression(convnet, optimizer='adam', learning_rate=0.01, loss='categorical_crossentropy', name='targets')

model = tflearn.DNN(convnet)
model.fit({'input': X}, {'targets': Y}, n_epoch=10, validation_set=({'input': test_x}, {'targets': test_y}), 
    snapshot_step=500, show_metric=True, run_id='mnist')

Source: pythonprogramming.net

Similar codes

0 vote154 views1 answer
Python .on event triggers
Python
0 vote151 views1 answer
Pandas if value present in df index
Python
-1 vote185 views1 answer
How to find root value python
Python
0 vote158 views1 answer
Studentized residuals python
Python
2 votes161 views1 answer
Argparse example python pyimagesearch
Python
0 vote172 views1 answer
Python as-lookup
Python
1 vote156 views1 answer
Python returen Thread
Python
10 votes162 views6 answers
Variable in python
Python
0 vote181 views1 answer
Cite pandas python
Python
0 vote183 views1 answer
Class inside class python
Python