Deploying a Machine Learning Model using TensorFlow Serving and Docker: TF Serving Canary vs Stable

Publicado el: 15 diciembre 2021
en el canal de: Signal Over Noise: Distilled Data and AI

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In this video, I deploy a regression model which is saved in Protobuf TensorFlow format using TensorFlow Serving and Docker. We deploy a containerized version of the model and show how to create canary and stable of models in TensorFlow

Link to read the tutorial on Clever Tech Memes GitHub page [https://github.com/CleverTechMemes/De...]

Link to download the model saved in Protobuf format used in this tutorial [https://github.com/CleverTechMemes/De...]

Link to official Website of TensorFlow for downloading the data and training the Regression model and saving it [https://www.tensorflow.org/tutorials/...]

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#TFServing
#Docker
#DeployingMLModels
#CanaryVersion
#StableVersion
#MachineLearningEngineer
#PredictingFuelConsumption
#RegressionModel
#Protobuf
#TensorFlowSavedFormat

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