Deep learning problem types

These are the problem types and use cases you can solve on the Peltarion Platform right now.

Note that you can use multiple types of input data. That is, mix text, image, and tabular data in the same model.

Problem type Use case examples

Tabular regression
Predict a number based on tabular data

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Tabular classification
Assign a label to tabular data

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Text similarity
Compare and find similar pieces of text

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  • Find similar customer questions & answers.
    Tutorial

  • Plagiarism detection

Text classification
Assign a label to a piece of text

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  • Customer service ticket classification
    Tutorial

  • Content moderation

Text regression
Predict a number based on text

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  • Grade texts based on how well-written they are, or automatically suggest a review rating

Image segmentation
Segment out certain parts on an image

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  • Highlighting abnormalities in medical imagery
    Tutorial

  • Landscape health monitoring

Image classification
Assign a label to an image

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  • Quality assurance & Defect detection
    Tutorial

  • Automatic tagging/labelling
    Tutorial

Image regression
Predict a number based on image data

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  • Precision farming

  • Optimizing plant production

Image similarity
Find similar images

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  • Visual search
    Tutorial

  • Automatic tagging

Audio files
Convert to spectrogram and use it as an image

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  • Audio analysis for industrial maintenance
    Tutorial

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