Use Custom GRU Network to Classify MNIST Handwritten Digits – Deep Learning Tutorial
In this tutorial, we will use our custom GRU network to classify MNIST handwritten digits, which aims to evaluate the effectiveness of our custom GRU.
TensorFlow Tutorials and Examples for Beginners
TensorFlow is an open source platform for machine learning from Google. It can make us to build some AI applications easily. It is a popular deep learning platform in word.
In this page, we write some tutorials and examples on how to use tensorflow, you can build some AI applications by following our tutorials and examples.
Build a Custom GRU Network Using TensorFlow: A Step Guide – TensorFlow Tutorial
In this tutorial, we will introduce how to build our custom GRU network using tensorflow, which is very similar to create a custom lstm network.
Understand GRU (Gated Recurrent Unit): Difference Between GRU and LSTM – Deep Learning Tutorial
There are many models that have improved LSTM, GRU (Gated Recurrent Unit) is one of them. In this tutorial, we will introduce GRU and compare it with LSTM.
Can We Remove Reset Gate in GRU? Can It Decrease the Performance of GRU? – Deep Learning Tutorial
As to GRU, there is a reset gate in it. Can we remove this reset gate in GRU? If we remove it, the performance of GRU will decreased? The answer is we can remove the reset gate.
Understand TensorFlow tf.reverse_sequence(): Reverse a Tensor by Length – TensorFlow Tutorial
In this tutorial, we compare the tf.reverse() and tf.reverse_sequence() then use an example to show tensorflow beginners how to use tf.reverse_sequence().
Understand Bias in Neural Network: Why Using Bias in Neural Network
Bias is often used in neural network, why we need to use it? In this tutorial, we will introduce the effect of bias and explain the reason we should use it in neural network.
Understand Matrix Norm: A Beginner Introduction – Deep Learning Tutorial
Matrix norm is one of important algorithm in deep learning, in this tutorial, we will introduce some basic features of matrix norm then tell you how to calculate it.
Understand TensorFlow tf.reverse():Reverse a Tensor Based on Axis – TensorFlow Tutorial
TensorFlow tf.reverse() function allows us to reverse a tensor based on aixs. In this tutorial, we will use some examples to illustrate you how to use this function correctly.
Fix TensorFlow tf.reverse() ValueError: Shape must be rank 1 but is rank 0 – TensorFlow Tutorial
When you are using tensorflow tf.reverse() function, you may find this error: ValueError: Shape must be rank 1 but is rank 0. In this tutorial, we will tell you how to fix this error.
Use Your Own Customized LSTM to Classify MNIST Handwritten Digits – TensorFlow Tutorial
We have created a customized lstm model (lstm.py) using tensorflow. In this tutorial, we will use this customized lstm model to train mnist set and classify handwritten digits.