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This tutorial gives you an idea of how to install the TensorFlow on PYNQ FPGA Board and do the basic testing with it.
Here is the basic test after installation of Tensorflow.
This Tutorial is based on the hillhao github. His steps is little fast, so we break down into the detail tutorial. The Tutorial PDF is attached on the attachment!