Compute Model Trainable Variables Count or Memory Size in TensorFlow – TensorFlow Tutorial
In this tutorial, we will introduce you how to compute model trainable variable count and estimate memory used in a tensorflow model.
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.
Convert Mel-spectrogram to WAV Audio Using WaveRNN – Python Tutorial
WaveRNN is a vocoder, it can convert mel-spectrogram to wav file. In this tutorial, we will introduce you how to do.
Implement Post-Net in Text to Speech Using TensorFlow – TensorFlow Tutorial
Post-Net is also called post-network. In this tutorial, we will introduce you how to implement it using tensorflow.
Understand TensorFlow tf.layers.conv1d() with Examples – TensorFlow Tutorial
tf.layers.conv1d() can build a 1D convolution layer easily. In this tutorial, we will use some examples to show you how to use this function correctly.
Implement Instance Normalization in TensorFlow – TensorFlow Tutorial
Instance Normalization is proposed in paper: Instance Normalization: The Missing Ingredient for Fast Stylization. It also be used in CycleGAN. In this tutorial, we will introduce how to implement it using tensorflow.
tf.reduce_prod(): Compute the Product of All Elements in a Tensor By Axis – TensorFlow Tutorial
In this tutorial, we will use an example to show you how to use tf.reduce_prod() correctly. This function is very similar to tf.reduce_mean() or tf.reduce_sum().
Fix Failed precondition: Attempting to use uninitialized value – TensorFlow Tutorial
When we are training a tensorflow model, we may get this error: Failed precondition: Attempting to use uninitialized value. In this tutorial, we will introduce you how to fix it.
Fix ValueError: Tried to convert ‘x’ to a tensor and failed. Error: None values not supported – TensorFlow Tutorial
In this tutorial, we will introduce how to fix ValueError: Tried to convert ‘x’ to a tensor and failed. Error: None values not supported when training a tensorflow model.
tf.map_fn(): Processing Multiple Input and Output Tensors – TensorFlow Tutorial
In this tutorial, we will discuss how to process multiple input and output tensors in tensorflow tf.map_fn().
Difference Between tf.losses.sparse_softmax_cross_entropy() and tf.losses.softmax_cross_entropy() – TensorFlow Tutorial
In tensorflow, we can use tf.losses.sparse_softmax_cross_entropy() and tf.losses.softmax_cross_entropy() to compute cross entropy loss.