SageMaker Algorithms

2025年01月25日

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Algorithm   Category Documentation URL
AutoGluon-Tabular Tabular Supervised learning? AutoGluon-Tabular
CatBoost Tabular Supervised learning CatBoost
Factorization Machines Tabular Supervised learning Factorization Machines Algorithm
K-Nearest Neighbors (k-NN) Tabular Supervised learning K-Nearest Neighbors (k-NN) Algorithm
LightGBM
Tabular Supervised learning LightGBM
Linear Learner Tabular Supervised learning Linear Learner Algorithm
TabTransformer Tabular Supervised learning TabTransformer
XGBoost Tabular Supervised learning XGBoost algorithm with Amazon SageMaker AI
BlazingText Text Supervised learning &
Unsupervised learning
BlazingText algorithm
Latent Dirichlet Allocation (LDA) Text Unsupervised learning Latent Dirichlet Allocation (LDA) Algorithm
Neural Topic Model (NTM)
Text
Unsupervised learning
Neural Topic Model (NTM) Algorithm
Object2Vec Text   Object2Vec Algorithm
Sequence-to-Sequence Text Supervised learning Sequence-to-Sequence Algorithm
Text Classification - TensorFlow Text Supervised learning Text Classification - TensorFlow
DeepAR Forecasting Time-Series Supervised learning Use the SageMaker AI DeepAR forecasting algorithm
IP Insights Unsupervised Unsupervised learning IP Insights
K-Means Unsupervised Unsupervised learning K-Means Algorithm
Principal Component Analysis (PCA) Unsupervised Unsupervised learning Principal Component Analysis (PCA) Algorithm
Random Cut Forest (RCF) Algorithm Unsupervised Unsupervised learning Random Cut Forest (RCF) Algorithm
Image Classification - MXNet Vision Supervised learning Image Classification - MXNet
Image Classification - TensorFlow Vision Supervised learning Image Classification - TensorFlow
Object Detection - MXNet Vision Supervised learning Object Detection - MXNet
Object Detection - TensorFlow Vision Supervised learning Object Detection - TensorFlow
Semantic Segmentation Algorithm Vision Supervised learning? Semantic Segmentation Algorithm

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References


Types of Algorithms (Amazon SageMaker AI - Developer Guide)

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Category: AI Tags: public

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