Deep Learning for the Life Sciences Applying Deep Learning to Genomics Microscopy Drug Discovery and More 1st Edition Bharath Ramsundar 1492039780 9781492039785

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Product details:

• ISBN 10: 1492039780
• ISBN 13: 9781492039785
• Author: Bharath Ramsundar

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

Table of contents:

1. Why Life Science?

2. Introduction to Deep Learning

3. Machine Learning with DeepChem

4. Machine Learning for Molecules

5. Biophysical Machine Learning

6. Deep Learning for Genomics

7. Machine Learning for Microscopy

8. Deep Learning for Medicine

9. Generative Models

10. Interpretation of Deep Models

11. A Virtual Screening Workflow Example

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