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TensorFlow is an open source library for Numerical
Computation and Large-Scale Machine Learning
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Adopted Keras
For High-Level APIs
Eager Execution
With Graphs
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Tensors are the standard way of representing data
in deep learning
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Most of the work!
Few lines of code!
Just one line!
Just one line!
Just one line!Collect a dataset Train the Network
Predict
Build your model Evaluate
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import tensorflow as tf
a = tf.variable(0.)
b = tf.variable(1.)
op_add = a.assign(a + b)
op_mul = b.assign(b * 2)
init = tf.global_variables_initializer
with tf.Session() as sess:
init.run()
for iteration in range(50):
sess.run(add_op)
sess.run(mul_op)
print(a.eval())
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import tensorflow as tf
a = tf.variable(0.)
b = tf.variable(1.)
op_add = a.assign(a + b)
op_mul = b.assign(b * 2)
init = tf.global_variables_initializer
with tf.Session() as sess:
init.run()
for iteration in range(50):
sess.run(add_op)
sess.run(mul_op)
print(a.eval())
CONSTRUCTION PHASE
EXECUTION PHASE
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import tensorflow as tf
a = tf.variable(0.)
b = tf.variable(1.)
op_add = a.assign(a + b)
op_mul = b.assign(b * 2)
init = tf.global_variables_initializer
with tf.Session() as sess:
init.run()
for iteration in range(50):
sess.run(add_op)
sess.run(mul_op)
print(a.eval())
import tensorflow as tf
tf.enable_eager_execution()
a = tf.contrib.eager.Variable(0.)
b = tf.contrib.eager.Variable(1.)
for iteration in range(50):
a.assign(a + b)
b.assign(b * 2)
print(a.numpy())
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