This page would show you a good path to learn Tensorflow from its tutorials online:
1. To install Tensorflow, you can follow:
https://www.tensorflow.org/install/
Note: installing tensorflow with GPUs is complicated, but the installation with CPUs is straightforward and good enough for all the tutorials.
2. To know the basic pieces of Tensorflow, the following is a good and easy start:
https://www.tensorflow.org/get_started/get_started
3. To get to the first ML level and then go a little deeper:
https://www.tensorflow.org/get_started/mnist/pros
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