FaceCTRL: control your media player with your faceAfter being interrupted dozens of times a day while coding with my headphones on, I decided to find a solution that eliminates the stress of pausing and re-playing the song I was listening to. The solution is machine learning / computer vision application developed with TensorFlow 2, OpenCV, and Playerctl. This article will guide you trough the step required to develop such an application.
Hands-On Neural Networks with TensorFlow 2.0The first book on TensorFlow 2.0 and neural networks is out now!
Analyzing tf.function to discover AutoGraph strengths and subtleties - part 3In this third and last part, we analyze what happens when tf.function is used to convert a function that contains complex Python constructs in its body. Should we design functions thinking about how they are going to be converted?
Analyzing tf.function to discover AutoGraph strengths and subtleties - part 2In part 1 we learned how to convert a 1.x code to its eager version, the eager version to its graph representation and faced the problems that arise when working with functions that create a state. In this second part, we’ll analyze what happens when instead of a tf.Variable we pass a tf.Tensor or a Python native type as input to a tf.function decorated function. Are we sure everything is going to be converted to the Graph representation we expect?