In this article, I’m going to show how to implement GRU and LSTM units and how to build deeper RNNs using TensorFlow. I will start by explaining a little theory about GRUs, LSTMs and Deep RNNs, and then explain the code snippet by snippet. This article is meant to be Read more…
And using it to build a language model for news headlines In this article I’m going to explain first a little theory about Recurrent Neural Networks (RNNs) for those who are new to them, then I’ll show the implementation that I did using TensorFlow. We’re going to see the code Read more…
…something not as hard as you may think TL; DR If you are here for a quick solution that just works, then here it is in just 5 lines of code: The long way Now, if you’re still with me it means that you don’t want just to copy + Read more…
Learn TensorFlow basics by implementing linear regression Let’s first briefly recall what linear regression is: Linear regression is estimating an unknown variable in a linear fashion by some other known variables. Visually, we fit a line (or a hyperplane in higher dimensions) through our data points. If you’re not comfortable Read more…