Predict Housing Prices with Tensorflow and AI Platform
1 hour
7 Credits
GSP418
Overview
In this lab, you will build an end to end machine learning solution using Tensorflow and AI Platform and leverage the cloud for distributed training and online prediction.
tf.estimator — a high-level TensorFlow API that greatly simplifies machine learning programming. Estimators encapsulate the following actions:
- training
- evaluation
- prediction
- export for serving
This lab is focused on interacting with Jupyter and AI Platform. Non-relevant concepts and code blocks are glossed over and are provided for you to execute in your Jupyter notebook.
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- Get temporary access to the Google Cloud Console.
- Over 200 labs from beginner to advanced levels.
- Bite-sized so you can learn at your own pace.
Score
—/100
Create Storage Bucket
/ 20
Create the AI Platform notebook instance
/ 25
Download lab notebook
/ 25
Train and deploy the Model for Predictions
/ 30