Deep Learning for the Life Sciences: Applying Deep Learning to Genomics, Microscopy, Drug Discovery, and More

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Synopsis
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 dataUnderstand why deep learning is a powerful tool for genetics and genomicsApply deep learning to understand biophysical systemsGet a brief introduction to machine learning with DeepChemUse deep learning to analyze microscopic imagesAnalyze medical scans using deep learning techniquesLearn about variational autoencoders and generative adversarial networksInterpret what your model is doing and how it’s working
Copyright:
2019

Book Details

Book Quality:
Publisher Quality
Book Size:
236 Pages
ISBN-13:
9781492039785
Related ISBNs:
9781492039839, 9781492039792, 9781492039808
Publisher:
O'Reilly Media
Date of Addition:
Copyrighted By:
Bharath Ramsundar, Peter Eastman, Patrick Walters, Vijay Pande
Adult content:
No
Language:
English
Has Image Descriptions:
No
Categories:
Nonfiction, Science
Submitted By:
Bookshare Staff
Usage Restrictions:
This is a copyrighted book.

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