Keras Model fit throws shape mismatch error
Issue I am building a Siamese network using Keras(TensorFlow) where the target is a binary column, i.e., match or mismatch(1…
Category: Tensorflow
Shape rank problem with Tensorflow model as soon as I include BiLSTM layers
Issue I’m having a problem with developing a NN model with tensorflow 2.3 that appears as soon as I include…
Why is the validation accuracy fluctuating in every epoch?
Issue I am trying to build a cattle identification model from muzzle images. I have a dataset of 4923 images…
After converting Tensorflow Model to CoreML, the model doesn't predict correct
Issue I’m trying to convert a tensorflow model to CoreML model. Here is what I do import tensorflow as tf…
How can I create a TensorFlow image dataset labelled by filenames from multiple directories?
Issue I found a similar question but it doesn’t quite fit this scenario. I have some images of multiple classes…
No gradients provided for any variable error
Issue I’m creating a model using the Keras functional API. The layer architecture is as follows: n = tf.keras.layers.Dense(1)(input) for…
Interconversion and difference
Issue I have two types of tensors. 1) <class ‘tensorflow.python.ops.resource_variable_ops.ResourceVariable’> 2) <class ‘tensorflow.python.framework.ops.Tensor’> What is the difference between the two?…
Tensorflow: Replace indices in 3D tensor using 2D tensor
Issue I have a 3D tensor X, of shape [7, 240, 768]. I have another tensor mask_idx of shape [7,…
Error while saving the best model; non-serializable model while checkpointing
Issue I’m training a model using Keras and TensorFlow for image classification with two classes. I used the code shown…
How to disable tf.data's autotuning?
Issue I am currently running a small model originated from here. I want to disable tf.data‘s autotuning. The error message…