Deep Learners and Deep Learner Descriptors for Medical Applications


Deep Learners and Deep Learner Descriptors for Medical Applications (Intelligent Systems Reference Library)
by:Loris Nanni,Sheryl Brahnam,Rick Brattin
pages 页数:298 pages
Publisher Finelybook 出版社:Springer; 1st ed. 2020 edition (16 May 2020)
Language 语言:English
ISBN-10 书号:303042748X
ISBN-13 书号:9783030427481

Book Description
This book introduces readers to the current trends in using deep learners and deep learner descriptors for medical applications. It reviews the recent literature and presents a variety of medical image and sound applications to illustrate the five major ways deep learners can be utilized:1) by:training a deep learner from scratch (chapters provide tips for handling imbalances and other problems with the medical data); 2) by:implementing transfer learning from a pre-trained deep learner and extracting deep features for different CNN layers that can be fed into simpler classifiers,such as the support vector machine; 3) by:fine-tuning one or more pre-trained deep learners on an unrelated dataset so that they are able to identify novel medical datasets; 4) by:fusing different deep learner architectures; and 5) by:combining the above methods to generate a variety of more elaborate ensembles. This book is a value resource for anyone involved in engineering deep learners for medical applications as well as to those interested in learning more about the current techniques in this exciting field. A number of chapters provide source code that can be used to investigate topics further or to kick-start new projects.

下载地址 Download隐藏内容需1积分,VIP免费,请先 !没有帐号? 注 册 一个!
觉得文章有用就打赏一下
未经允许不得转载:finelybook » Deep Learners and Deep Learner Descriptors for Medical Applications

评论 抢沙发

  • 昵称 (必填)
  • 邮箱 (必填)
  • 网址

觉得文章有用就打赏一下

非常感谢你的打赏,我们将继续给力更多优质内容,让我们一起创建更加美好的网络世界!

支付宝扫一扫打赏

微信扫一扫打赏