Deep Learning for the Life Sciences
by Vijay Pande, Patrick Walters, Peter Eastman, Bharath Ramsundar
Deep Learning for the Life Sciences
- Preface
- 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
- 12. Prospects and Perspectives
- Index
Deep Learning for the Life Sciences
Applying Deep Learning to Genomics, Microscopy, Drug Discovery, and More
Bharath Ramsundar, Peter Eastman, Patrick Walters, and Vijay Pande
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