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What is Offset

Chapter 7

Implementation of Machine Learning Algorithms Using Control-Flow and Dataflow Paradigms

Dataflow technique for accessing neighbor elements in stream.

Published in Chapter:

Implementation Details of Decision Tree Algorithms Using Dataflow

Source Title: Implementation of Machine Learning Algorithms Using Control-Flow and Dataflow Paradigms

DOI: 10.4018/978-1-7998-8350-0.ch007

Abstract

This chapter presents dataflow paradigm in general and streams of data, offsets, different number representations as key points for acceleration and discusses implementation details of C4.5 on the dataflow accelerators. The limited number range of the algorithm makes it suitable for dataflow implementation using custom data types and its iterative nature enables utilization of data streams. It is shown how part of an algorithm (information gain entropy) can be migrated using advanced optimization constructs.

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