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Site search recommender
Project
Watson Machine Learning
Description

In this notebook, you will learn to train a model that predicts the most optimal site URL based on a search term from the user in the search engine. You will learn to:

  • Load 2 data sets, 1 on search terms, URLs and respective page ratings, the other that lists the URLs and their unique IDs.
  • Trim, and normalize the data
  • Install and define a model definition based on the Tensorflow 2 framework with Keras layers
  • Fit the data to the layers and train the model
  • Extract the PCA
  • Predict the user target URL based on the search term attached to the URL with the highest PCA
Details
Publisher
IBM Analytics
Modified
Jul 05, 2023
Required Services
1
Included assets
2 Data sets
1 Notebooks
Drag and drop files to add data source.