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Tensor Shapes

Summary​

Mainly, we will talk about following data types

  • Scalar
  • Vector
  • Multi-Dimensional (Matrix)

Content​

Scalar​

  • Creating a scalar
tf.constant(7)
# <tf.Tensor: shape=(), dtype=int32, numpy=7>

Vector​

  • Creating a vector
tf.constant([1, 2, 3])
# <tf.Tensor: shape=(3,), dtype=int32, numpy=array([1, 2, 3], dtype=int32)>

Matrix​

  • Creating a matrix
tf.constant([
    [1, 2, 3],
    [4, 5, 6],
    [7, 8, 9],
])
''
<tf.Tensor: shape=(3, 3), dtype=int32, numpy=
array([[1, 2, 3],
       [4, 5, 6],
       [7, 8, 9]], dtype=int32)>
''