Programming Neural Networks with Encog3 in Java

Programming Neural Networks with Encog3 in Java

简介:

Encog是一个用于Java、C # 和Silverlight的高级机器学习框架。本书着重于使用Encog的神经网络功能与Java编程语言。本书首先介绍了神经网络适合的任务类型。向读者展示了如何使用分类,回归和聚类来获得对数据的新见解。介绍了神经网络体系结构,例如前馈,自组织映射,整洁和递归神经网络。本书还涵盖了先进的神经网络训练技术,如反向传播,快速传播,弹性传播,Levenberg Marquardt,遗传训练和模拟退火。介绍了现实世界的问题,例如财务预测,分类和图像处理。

英文简介:

Encog is an advanced Machine Learning Framework for Java, C# and Silverlight. This book focuses on using the neural network capabilities of Encog with the Java programming language. This book begins with an introduction to the kinds of tasks neural networks are suited towards.

The reader is shown how to use classification, regression and clustering to gain new insights into data. Neural network architectures such as feedforward, self organizing maps, NEAT, and recurrent neural networks are introduced.

This book also covers advanced neural network training techniques such as back propagation, quick propagation, resilient propagation, Levenberg Marquardt, genetic training and simulated annealing. Real world problems such as financial prediction, classifiction and image processing are introduced.

书名
Programming Neural Networks with Encog3 in Java
译名
使用 Java 中的 Encog3 编程神经网络
语言
英语
年份
2011
页数
243页
大小
2.41 MB
标签
  • Java
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    pdf iconProgramming Neural Networks with Encog3 in Java.pdf
    密码
    65536

    最后更新:2025-04-12 23:54:38

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