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.
In tensorflow, tf.contrib.layers.fully_connected() allows us to create a fully connected layer. In this tutorial, we will discuss some details on it.
tf.layers.Dense() is widely used in models built by tensorflow. In this tutorial, we will use some examples to show how to use tf.layers.Dense().
Can we get values of a tensor by indices in tensorflow? It means can we operate tensorflow tensor like python list. In this tutorial, we will discuss this topic.
Pearson Correlation Coefficient can measure the strength of the relationship between two variables. We can use it as a loss to measure the correlation between two distributions in deep learning model. In this tutorial, we will create this loss function using tensorflow.
TensorFlow tf.expand_dims() allows us to add a dimension of 1 for a tensor. In this tutorial, we will use some examples to show you how to use this function.
Convolution networks have been used in text classification widely. For example: LSTM+CNN or CNN+LSTM. In this tutorial, we will introduce how to implement a cnn to text classification using tensorflow.
In this tutorial, we will introduce how to compute kl divergence using cross entropy in tensorflow, you can use it as a loss to train your model.
When we are multiplying two matrices with different ranks, we may get this error: ValueError: Shape must be rank 2 but is rank 3. In this tutorial, we will introduce how to multiply two matrices with different ranks in tensorflow.
In this tutorial, we will use tensorflow to implement squashing function in capsule network, you can use this example code to squash the value of a tensor.
When you are using tf.GradientTape() to compute derivative in tensorflow, you may get this error: AttributeError: ‘RefVariable’ object has no attribute ‘_id’. In this tutorial, we will introduce you how to fix it.