Sample for RNN model

Question

I am working on my deep learning project and I want to train my RNN model in azure and deploy it to cloud. Is there any samples I can refer to for my training and deployment?

Answer 1

@Charu Shenoy

Thanks for reaching out to us, there is no component for RNN but component for Neural Networks, you can use it for NN development. If you want to deploy a RNN deployment, you need to train the RNN model locally and deploy it to Azure. You may want to leverage TensorFlow to train your model. https://www.tensorflow.org/guide/keras/working_with_rnns

Then you need to deploy your model to Azure - https://learn.microsoft.com/en-us/azure/machine-learning/tutorial-deploy-model?view=azureml-api-2

Please take a look on above guidance and have a try, let me know if you have any question.

I hope this helps.

Regards,

Yutong

Answer 2

Hi Charu,

You are going to want to use Azure Machine Learning studio to train your models and deploy them.

Here are some starter resources for you to follow:

Neural Network Regression component

https://learn.microsoft.com/en-us/azure/machine-learning/component-reference/neural-network-regression?view=azureml-api-2

Train TensorFlow models at scale with Azure Machine Learning

https://learn.microsoft.com/en-us/azure/machine-learning/how-to-train-tensorflow?view=azureml-api-2

Train PyTorch models at scale with Azure Machine Learning

https://learn.microsoft.com/en-us/azure/machine-learning/how-to-train-pytorch?view=azureml-api-2

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