Machine Learning (ML) Workbench

If you are a SearchUnify user for some time now, you must be aware of its machine learning capabilities. Rich snippets, content annotation, and auto tuning are powered with machine learning. ML Workbench has been launched for those who want to know how machine learning works under the hood. It provides admins a platform to test SearchUnify's machine learning capabilities. ML workbench works for Rich Snippets and Content Annotation, and the plans are to expand it to other features.

Playground

Playground is the section under the Rich Snippets and Content Annotation tab, where you test machine learning capabilities.

Rich Snippets

Under the Rich Snippets tab, playground allows you to test public URLs and HTMLs (any one at a time). You can switch between public URL and HTML code with a toggle.

Testing a Public URL

  1. Enter a live URL in the Enter your URL field and click Test Live URL.

  2. You will see a list of rich snippets that SearchUnify was able to fetch from the entered URL.

  3. Out of the list of fetched snippets, clicking on any of those will open a preview showing how the rich snippet will look on the search page. A list of keywords that contributed to generation of this snippet will also be shown in the preview.

  4. The Rich Snippet Preview has an Insights button. Clicking on it opens two new sections. a) Where did we find Rich Snippet in your page?. It shows the part of the page that was highlighted (fetched live from URL) where we found the rich snippet. b) Corresponding HTML element(s). It shows the HTML snippet for the part of the page shown on the left.

Testing a HTML Code

  1. Switch toggle to HTML code.

  2. Paste the HTML code and press Test Code.

  3. You will see a list of rich snippets that SearchUnify was able to fetch from the entered HTML code.

  4. Out of the list of fetched snippets, clicking on any of those will open a preview showing how the rich snippet will look on the search page. A list of keywords that contributed to generation of this snippet will also be shown in the preview.

  5. The Rich Snippet Preview has an Insights button. Clicking on it opens two new sections. a) Where did we find Rich Snippet in your HTML?. It shows the part of the HTML that was highlighted (fetched live from URL) where we found the rich snippet. b) Corresponding HTML element(s). It shows the HTML snippet for the part of the page shown on the left.

Content Annotation

Under the Content Annotation tab, playground allows you to test annotation, meaning how SearchUnify finds entity values in the text content.

Testing Text Content

  1. Paste your text as a string and run annotation using: a) Pre-defined Set of Taxonomy Entities/Values. Choose an existing entity added in the Taxonomy (NLP Manager). b) New Set of Values. Define a new value, meaning a new entity.

  2. If you chose an entity from existing list of entities. An eye icon will appear ahead of the selected entity. Clicking on it will show the values of that entity.

  3. However, if your add a new value, an eye icon will appear ahead of the added entity. Clicking on it will show the values of that entity.

  4. Click Run Annotation.

  5. You will see two sections: a) The paragraph with highlighted entity values. b) Entity value list with their strengths in percentage.

  6. If you click Run Again, you will go back to where you started and you will be able to repeat the process all over again.

Last updated: Thursday, March 23, 2023

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