Changing the scale of a tensor in tensorflow

Question

Sorry if I messed up the title, I didn\'t know how to phrase this. Anyways, I have a tensor of a set of values, but I want to make sure that every element in the tensor has a ra

Answer 1

According to the feature scaling in Wikipedia you can also try the Scaling to unit length:

It can be implemented using this segment of code:

In [3]: a = tf.constant([2.0, 4.0, 6.0, 1.0, 0])                                                                                                                                                                     
In [4]: b = a / tf.norm(a)
In [5]: b.eval()
Out[5]: array([ 0.26490647,  0.52981293,  0.79471946,  0.13245323,  0.        ], dtype=float32)