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I need a python programmer to create a simple neural network using tensorflow and tensorboard

For a smaal research project I need a python script written what uses tensorflow to create a small neural network which can is trained on this dataset: [url removed, login to view] and can recognise handwriting.

It should look somewhat like this:

import tensorflow as tf

from [url removed, login to view] import input_data

mnist = input_data.read_data_sets(one_hot = True)

n_nodes_hl1 = 500

n_nodes_hl2 = 500

n_nodes_hl3 = 500

n_classes = 10

batch_size = 100

x = [url removed, login to view]('float', [None, 784])

y = [url removed, login to view]('float')

def neural_network_model(data):

hidden_1_layer = {'weights':[url removed, login to view](tf.random_normal([784, n_nodes_hl1])),

'biases':[url removed, login to view](tf.random_normal([n_nodes_hl1]))}

hidden_2_layer = {'weights':[url removed, login to view](tf.random_normal([n_nodes_hl1, n_nodes_hl2])),

'biases':[url removed, login to view](tf.random_normal([n_nodes_hl2]))}

hidden_3_layer = {'weights':[url removed, login to view](tf.random_normal([n_nodes_hl2, n_nodes_hl3])),

'biases':[url removed, login to view](tf.random_normal([n_nodes_hl3]))}

output_layer = {'weights':[url removed, login to view](tf.random_normal([n_nodes_hl3, n_classes])),

'biases':[url removed, login to view](tf.random_normal([n_classes])),}

l1 = [url removed, login to view]([url removed, login to view](data,hidden_1_layer['weights']), hidden_1_layer['biases'])

l1 = [url removed, login to view](l1)

l2 = [url removed, login to view]([url removed, login to view](l1,hidden_2_layer['weights']), hidden_2_layer['biases'])

l2 = [url removed, login to view](l2)

l3 = [url removed, login to view]([url removed, login to view](l2,hidden_3_layer['weights']), hidden_3_layer['biases'])

l3 = [url removed, login to view](l3)

output = [url removed, login to view](l3,output_layer['weights']) + output_layer['biases']

return output

def train_neural_network(x):

prediction = neural_network_model(x)

cost = tf.reduce_mean( tf.nn.softmax_cross_entropy_with_logits(logits=prediction,labels=y) )

optimizer = [url removed, login to view]().minimize(cost)

hm_epochs = 10

with [url removed, login to view]() as sess:

[url removed, login to view](tf.initialize_all_variables())

for epoch in range(hm_epochs):

epoch_loss = 0

for _ in range(int(mnist.train.num_examples/batch_size)):

epoch_x, epoch_y = mnist.train.next_batch(batch_size)

_, c = [url removed, login to view]([optimizer, cost], feed_dict={x: epoch_x, y: epoch_y})

epoch_loss += c

print('Epoch', epoch, 'completed out of',hm_epochs,'loss:',epoch_loss)

correct = [url removed, login to view]([url removed, login to view](prediction, 1), [url removed, login to view](y, 1))

accuracy = tf.reduce_mean([url removed, login to view](correct, 'float'))

print('Accuracy:',[url removed, login to view]({x:[url removed, login to view], y:[url removed, login to view]}))

train_neural_network(x)

Evner: Coding, Neural Networks, Python

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Om arbejdsgiveren:
( 1 bedømmelse ) Alphen aan den Rijn, Netherlands

Projekt ID: #15858315

Tildelt til:

zhangyingtai

Hello sir I am a python developer with 7 years of professional experience. I have developed many ML models with tensorflow. I am interested in this job and can start the work right now. Best, Zhang

€155 EUR in 3 dage
(34 bedømmelser)
6.0

8 freelancere byder i gennemsnit €166 på dette job

nkoutroumpinis

I am a professional data scientist. Check my github to verify my skills. [url removed, login to view]

€194 EUR in 2 dage
(6 bedømmelser)
4.3
€250 EUR in 3 dage
(17 bedømmelser)
3.8
kirstarg

Hello! How are you? I have many works like this. You can see my profile or see the links I have wrote above this. I can show you my works and talk about everything. My priority is get excellent client relationship and Flere

€250 EUR in 2 dage
(1 bedømmelse)
3.5
angeldeweb

Hi! I can help you. I am very good at tensorflow and machine learning. I have experiences with this kind of tasks. Thanks.

€100 EUR på 1 dag
(4 bedømmelser)
3.1
€155 EUR in 3 dage
(0 bedømmelser)
0.0
Piao217

Hi, I want to work for you with my rich experience in Machine Learning. I am a Bachelor of Mathematics(Probability and Statistics) and have experience in ACM ICPC. I work for High-quality Algorithm.

€155 EUR in 3 dage
(0 bedømmelser)
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SayanProgrammer

Hey ! I'm SAYAN PROGRAMMER I've reviewed your complete job description, and I fulfill all the qualifications required for this project. I have more than 15 years of experience in this field. I am sure if you will Flere

€72 EUR in 3 dage
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