Gradient Estimation in Stochastic Computation Graphs using TensorFlow.. In this IPython notebook, we aim at exploring different ways to estimate gradients in stochastic computation graphs in order to ...

TensorFlow's runtime system interprets and executes programs. What machine learning practitioners term models are expressed as programs that TensorFlow executes. TensorFlow programs are encoded as ...

Any calculation in Tensorflow occurs in two steps: 1)Creating a computational dataflow graph. 2)Executing the computations of the graph inside a tensorflow session. Creation of the dataflow graphs is ...

It uses the graph-based TensorFlow as the programming paradigm. This framework’s accuracy and performance are studied numerically and analytically, specifically focusing on the effects of TPU-native ...