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shounakmulay/BargainingBotTensorflowModel

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BargainingBotTensorflowModel

This repo is part of the Bargaining Bot. This is the machine learning model that predicts the price that the bot uses to bargain with users.

This is a Linear Regression Model made using the Keras API (Note that this model was not made using the latest version of tensorflow i.e Tensorflow 2.0)

This is the dataset used for training.

Try it for yourself:

OR

git clone https://github.com/shounakmulay/BargainingBotTensorflowModel.git 

Once the model is trained the last steps export the model in the format that can be used for serving by the Cloud ML Engine.

  • Upload this model to a bucket in Firestore Storage.
  • Then create a new model in ML Engine.
  • Next create a version for this model.
    • Select the python version you used.
    • Select the framework as Tensorflow.
    • Select the framework version as the version of Tensorflow you used.
    • Select the Cloud Storage directory to which you previously saved the exported model.
    • Save the version.
  • Wait for the version to be deployed and ready for prediction. (A green tick will appear left to the name of the version)
  • If your are following along the entire project your code in the Webhook repo will now work once you enter the proper path to the model in your code.

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Tensorflow model to predict the price to bargain.

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