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TensorFlow - Coggle Diagram
TensorFlow
Definition
Open Source Library
High performance library
Used for numerical computation
Uses Directed Graphs
Allows to use the library with a High Level Language such as Python
TensorFlow Graphs are portable between different devices
Tensor
Is a N-dimensional array of data
Rank 0
Scalar
3.4 - Shape: ()
Rank 1
Vector/Array
[1, 2, 3] - Shape (3,)
Rank 2
Matrix
[ [1, 2, 5], [3, 4, 6] ] - Shape: (2, 3)
Rank 3, Rank 4, ...
Tensor/ N dim array
[ [ [1, 2], [3, 4] ], [ [5, 6], [7, 8] ] ] - Shape: (2, 2, 2)
Uses
Machine Learning
Phisics
Utilities
tf.Constant
Produces constant tensors
tf.Variable
Produces tensors that can be modified