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Create ML Components

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Category
Apple frameworks
Docs outline
12 sections

Official docs outline

developer.apple.com
  1. Image components

    Covers Augmenting images to expand your training data, Creating a multi-label image classifier, ImageReader, ImageFeatureExtractor.

  2. Pose components

    Covers Counting human body action repetitions in a live video feed, Pose, JointKey, JointPoint.

  3. Audio components

    Covers AudioReader, AudioFeaturePrint, AudioConvertingTransformer.

  4. Time-based components

    Covers Creating a time-series classifier, Creating a time-series forecaster, DateFeatures, DateFeatureExtractor.

  5. Object detection components

    Covers DetectedObject, ObjectDetectionAnnotation, ObjectDetectionMetrics.

  6. Tabular components

    Covers TabularTransformer, TabularEstimator, SupervisedTabularEstimator, ColumnSelector.

  7. Protocols

    Covers Transformer, TemporalTransformer, RandomTransformer, Estimator.

  8. Core ML adaptors

    Covers MLModelTransformerAdaptor, MLModelClassifierAdaptor, MLModelRegressorAdaptor, ModelMetadata.

  9. Annotations

    Covers AnnotatedFiles, AnnotatedBatch, AnnotatedFeature, AnnotatedFeatureProvider.

  10. Augmentations

    Covers ApplyEachRandomly, ApplyRandomly, AugmentationBuilder, AugmentationSequence.

  11. Event handling

    Covers Event, EventHandler, MetricsKey.

  12. Scalers

    Covers StandardScaler, MaxAbsScaler, MinMaxScaler, NormalizationScaler.

Each section links to the official page. Titles and summaries by Extra Credit; the docs belong to their authors.

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