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Deep Learning for the Life Sciences

AI 与机器学习 iteblog 117℃ 0评论

关注 过往记忆大数据 微信公众号,回复 8353 获取本书下载地址。

子标题:Applying Deep Learning to Genomics, Microscopy, Drug Discovery, and More

Deep Learning for the Life Sciences
作者:
Bharath Ramsundar, Patrick Walters, Peter Eastman, Vijay Pande
ISBN-10:
1492039837
出版年份:
2019
页数:
238
语言:
English
文件大小:
24.7 MB
文件格式:
PDF, ePub

图书描述

Deep learning has already achieved remarkable results in many fields. Now it’s making waves throughout the sciences broadly and the life sciences in particular. This practical book teaches developers and scientists how to use deep learning for genomics, chemistry, biophysics, microscopy, medical analysis, and other fields.

Ideal for practicing developers and scientists ready to apply their skills to scientific applications such as biology, genetics, and drug discovery, this book introduces several deep network primitives. You’ll follow a case study on the problem of designing new therapeutics that ties together physics, chemistry, biology, and medicine—an example that represents one of science’s greatest challenges.

  • Learn the basics of performing machine learning on molecular data
  • Understand why deep learning is a powerful tool for genetics and genomics
  • Apply deep learning to understand biophysical systems
  • Get a brief introduction to machine learning with DeepChem
  • Use deep learning to analyze microscopic images
  • Analyze medical scans using deep learning techniques
  • Learn about variational autoencoders and generative adversarial networks
  • Interpret what your model is doing and how it’s working

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