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Character-level Deep Language Model with GRU/LSTM units using TensorFlow

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…

By Dorian, 2 yearsJuly 19, 2021 ago

Creating a simple RNN from scratch with TensorFlow

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…

By Dorian, 2 yearsJune 30, 2021 ago

How to Implement Logistic Regression with TensorFlow

…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…

By Dorian, 2 yearsNovember 25, 2020 ago

How to implement Linear Regression with TensorFlow

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…

By Dorian, 2 yearsNovember 22, 2020 ago
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