It looks like tf.keras is suggested if you're using a Tensorflow 2 backend, but what about using Theano or CNTK as a backend? I have never used Keras or any DL library.
Are there syntax differences between using Keras with a Tensorflow 2, Theano, or CNTK backend?
127 Views Asked by Steven Richter At
1
There are 1 best solutions below
Related Questions in KERAS
- Keras similarity calculation. Enumerating distance between two tensors, which indicates as lists
- How to predict input parameters from target parameter in a machine learning model?
- What is the alternative to module: tf.keras.preprocessing?
- My MSE and MAE are low, but my R2 is not good, how to improve it?
- No module named 'keras.layers.core
- AttributeError: 'Sequential' object has no attribute 'predict_classes'. Did you mean: 'predict_step'?
- AttributeError: module 'keras._tf_keras.keras.layers' has no attribute 'experimental'
- Error while loading .keras model: Layer node index out of bounds
- prediction model with python tensorflow and keras, gives error when predicting
- Recommended way to use Gymnasium with neural networks to avoid overheads in model.fit and model.predict
- Keras OCR - Getting different results from Keras
- No gradients provided for any variable in R
- Error Encountered: InvalidArgumentError: Graph execution error using Keras and Transformers
- How to import logsumexp from keras.backend?
- Keras predict/predict_on_batch giving different answers than predict_step/__call__()
Related Questions in THEANO
- torch tensor object error while using bayesian for market mix modeling
- Bayesian MMM with Pytensor in place of Theano
- How to resolve Input Dimension Mis-match Error in Hierarchical Bayesian Inference with PyMC
- "pygpu.gpuarray.GpuArrayException: b'Could not load "nvrtc64_70.dll": The specified module could not be found.\r\n'" error
- Too many theano runtime errors
- How to solve theano - circular import problem in python?
- A customized Lasagne layer whose output is a matrix of the first layer indexed according to a second layer: layer1[np.arange(64),np.argmax(layer2)]
- Attribute Error partially initialized module 'theano' has no attribute 'compile' (most likely due to a circular import)
- Building a customized Lasagne layer whose output is a matrix of the elementwise product (input x weight) and not the dot product
- TensorFlow graph data failed to import
- WSL, Theano - nvcc compiler not found on $PATH
- How to fetch values from a theano-pymc variable and store it in a pandas dataframe column?
- Unable to "import from lasagne.layers.theta import ThetaLayer" and "from lasagne.layers.timefusion import MaskingLayer"
- Problem with TensorVariable type and special functions in pymc
- Vectorizing theano/aesara variable operations
Related Questions in TF.KERAS
- Keras crashes when calling model.fit with GPU with large-ish datasets, without giving Out of memory however
- Error when Loading a .pb Tensorflow Model
- In tensorflow understanding pipeline what is use of take(1) in 'for feature_batch, label_batch in train_ds.take(1)'
- How to fine-tune pre-trained embeddings in embedding layer?
- Can I replace tf.keras.backend with tf?
- Transfer learning InceptionV3 show poor validation accuracy with training
- Can this be considered overfitting?
- TensorFlow: getting gradients batch-norm and bias
- tf.keras: feeding bool type variable along the input in model.fit method
- Why is my validation accuracy so much lower when I switch from doing all in-memory learning to a dada generator?
- tensorflow model with keras and tensorflow_addons layer is not getting loaded
- ValueError: You called `set_weights(weights)` on optimizer RMSprop with a weight list of length 3, but the optimizer was expecting 0 weights
- Why is my GAN not producing more good images after a certain point?
- Tensorflow Federated in a hierarchical fashion
- ValueError: Input 0 of layer lstm_17 is incompatible with the layer: expected ndim=3, found ndim=2. Full shape received: [None, 128]
Related Questions in CNTK
- How to create input data for a recurrent network in CNTK (C#)?
- How can I make CNTK solve the XOR problem?
- error Installing CNTK for Python 3.9 on anaconda
- AttributeError: 'DataFrame' object has no attribute '_data' [Not a duplicate]
- How to use two different Python Versions in the same File or Project?
- Getting multiple variables in TensorFlow and other frameworks (overheads)
- CNTK NVidia RTX 3060 Cublas Failure 13 with layers larger than 512
- How to save CNTK model as ONNX in C#
- Error installing CNTK on win10 via scripted install
- why Installed module in python throws error
- Throw exception 'cuDNN failure 8: CUDNN_STATUS_EXECUTION_FAILED' in training ONNX's pretrained model Emotion FerPlus
- How to use CNTK as the backend of Keras on Google Colab?
- When will CNTK wheel be released for Python 3.7?
- install CNTK on server
- Are there syntax differences between using Keras with a Tensorflow 2, Theano, or CNTK backend?
Trending Questions
- UIImageView Frame Doesn't Reflect Constraints
- Is it possible to use adb commands to click on a view by finding its ID?
- How to create a new web character symbol recognizable by html/javascript?
- Why isn't my CSS3 animation smooth in Google Chrome (but very smooth on other browsers)?
- Heap Gives Page Fault
- Connect ffmpeg to Visual Studio 2008
- Both Object- and ValueAnimator jumps when Duration is set above API LvL 24
- How to avoid default initialization of objects in std::vector?
- second argument of the command line arguments in a format other than char** argv or char* argv[]
- How to improve efficiency of algorithm which generates next lexicographic permutation?
- Navigating to the another actvity app getting crash in android
- How to read the particular message format in android and store in sqlite database?
- Resetting inventory status after order is cancelled
- Efficiently compute powers of X in SSE/AVX
- Insert into an external database using ajax and php : POST 500 (Internal Server Error)
Popular Questions
- How do I undo the most recent local commits in Git?
- How can I remove a specific item from an array in JavaScript?
- How do I delete a Git branch locally and remotely?
- Find all files containing a specific text (string) on Linux?
- How do I revert a Git repository to a previous commit?
- How do I create an HTML button that acts like a link?
- How do I check out a remote Git branch?
- How do I force "git pull" to overwrite local files?
- How do I list all files of a directory?
- How to check whether a string contains a substring in JavaScript?
- How do I redirect to another webpage?
- How can I iterate over rows in a Pandas DataFrame?
- How do I convert a String to an int in Java?
- Does Python have a string 'contains' substring method?
- How do I check if a string contains a specific word?
Keras has officially decided to drop support of CNTK and Theano moving forward. Therefore, if you are using keras with tensorflow as the backend, you should use tf.keras.
For older versions for keras, you can use all three backend with no syntax change in your keras code.
You can find the above information here.