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plugin: help us to implement model plugins #156

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7 of 16 tasks
yorkie opened this issue Apr 30, 2020 · 1 comment
Open
7 of 16 tasks

plugin: help us to implement model plugins #156

yorkie opened this issue Apr 30, 2020 · 1 comment
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good first model It's good to start writing pipcook models model Machine learning model related issues and discussions plugin Pipcook plugin addition, bug report and changes

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@yorkie
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yorkie commented Apr 30, 2020

We have the following categories that we need to support at Pipeline and MLApp.

Working with Image Data

  • Image Classification (it does classify the image to specific classes)
  • Image Generation (it generates image automatically)
  • Object Detection (it detects the given objects and returns class and position for each one)
  • Image Segmentation (it returns the outline of given objects in pixel)
  • Image Clustering (it returns clusters from images)

Working with Text Data

  • Text Classification (it does classify the text to specific classes)
  • Named Entity Recognition (it recognizes the named entity from a sentence)
  • Relationship Extraction (it extracts the relationships between sentences)
    • model available: Bert
  • Coreference Resolution (it does the pronouns and other referrings to be connected with right individuals.)
  • Writing Correction (it helps to do writing correction)
    • model available: Bert
  • Machine Translation (it translates a language to target language)
  • Question and Answering (it generates an answer by given question)
    • model available: Bert
  • Text Summary (it generates a summary for your given long text)
  • Text Creation (it generates an artwork by given portfolio)
  • Text Clustering (it returns clusters from words or sentences)
    • model available: CNN, RNN

If you are interested in how to develop a model plugin and write a new Pipeline, feel free to try with the above and open a new pull request :)

@yorkie yorkie added good first issue Good for newcomers plugin Pipcook plugin addition, bug report and changes model Machine learning model related issues and discussions good first model It's good to start writing pipcook models and removed good first issue Good for newcomers model Machine learning model related issues and discussions labels Apr 30, 2020
@Txiaozhe
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awesome~

@yorkie yorkie changed the title plugin: help us to migrate tfjs-based model to pipcook plugin plugin: help us to migrate models to pipcook plugin May 14, 2020
@yorkie yorkie changed the title plugin: help us to migrate models to pipcook plugin plugin: help us to implement or migrate models as pipcook plugin May 14, 2020
@yorkie yorkie changed the title plugin: help us to implement or migrate models as pipcook plugin plugin: help us to implement/migrate models as pipcook plugin May 14, 2020
@yorkie yorkie changed the title plugin: help us to implement/migrate models as pipcook plugin plugin: help us to implement/migrate models as plugin May 14, 2020
@yorkie yorkie added the model Machine learning model related issues and discussions label May 14, 2020
@yorkie yorkie pinned this issue May 15, 2020
@yorkie yorkie changed the title plugin: help us to implement/migrate models as plugin plugin: help us to implement model plugins Jun 3, 2020
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good first model It's good to start writing pipcook models model Machine learning model related issues and discussions plugin Pipcook plugin addition, bug report and changes
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