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Built-in AlgorithmsΒΆ

Built-in algorithms are offered in 2 modes:

  • Container mode algorithms offered through Estimators & Amazon Estimators

  • Script mode algorithms based on pre-built SageMaker Docker Images offered through Estimators

  • Amazon Estimators
  • Tabular
    • AutoGluon
    • CatBoost
    • Factorization Machines
    • K-Nearest Neighbors
    • LightGBM
    • LinearLearner
    • TabTransformer
    • XGBoost
  • Text
    • Blazing Text
    • LDA
    • NTM
    • Object2Vec
    • Sequence-to-Sequence
    • Text Classification - TensorFlow
    • Sentence Pair Classification - TensorFlow
    • Sentence Pair Classification - HuggingFace
    • Question Answering - PyTorch
    • Named Entity Recognition - HuggingFace
    • Text Summarization - HuggingFace
    • Text Generation - HuggingFace
    • Machine Translation - HuggingFace
  • Time-series
    • Deep AR Forecasting
  • Unsupervised
    • IP Insights
    • K-means
    • PCA
    • Random Cut Forest
  • Vision
    • Image Classification - TensorFlow
    • Image Classification - PyTorch
    • Image Classification - MxNet
    • Image Embedding - TensorFlow
    • Instance Segmentation - MXNet
    • Object Detection - TensorFlow
    • Object Detection - PyTorch
    • Object Detection - MxNet GluonCV
    • Object Detection - MxNet
    • Semantic Segmentation - MxNet GluonCV
    • Semantic Segmentation - MxNet
    • Text Embedding - TensorFlow, MxNet
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