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Contents

Introduction

oneDAL provides redesigned versions of interfaces that account for multi-device targets. For example, CPU and GPU, distributed SPMD interfaces, and many more.

Algorithms Support

The following algorithms are available in oneDAL:

Computation Modes

Algorithm	Supported
K-Means	batch, distributed
Covariance	batch, online, distributed
Principal Components Analysis (PCA)	batch, online, distributed
Logistic Regression	batch
Linear Regression	batch, online, distributed
Decision Forest Classification and Regression (DF)	batch, distributed
Extra Trees	batch
k-Nearest Neighbors Classification, Regression, and Search (k-NN)	batch, distributed
Support Vector Machine Classifier and Regression (SVM)	batch
DBSCAN	batch, distributed
Basic Statistics	batch, online, distributed

• CPU and GPU Support
• Build applications with oneDAL
• Glossary
• Mathematical Notations

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CPU and GPU Support