Built-in AlgorithmsΒΆ
Amazon SageMaker provides implementations of some common machine learning algorithms optimized for GPU architecture and massive datasets.
- Tabular
- Text
- Blazing Text
- LDA
- NTM
- 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
- Text Embedding - TensorFlow, MxNet
- Time-series
- Unsupervised
- Vision
- Image Classification - MxNet
- Image Classification - PyTorch
- Image Classification - TensorFlow
- Object Detection - MxNet GluonCV
- Object Detection - MxNet
- Object Detection - PyTorch
- Object Detection - TensorFlow
- Semantic Segmentation - MxNet GluonCV
- Semantic Segmentation - MxNet
- Instance Segmentation - MXNet
- Image Embedding - TensorFlow
- Other