Deep learning for the life sciences: applying deep learning to genomics, microscopy,...
Описание
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, micros, 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
Також купити книгу Deep Learning for the Life Sciences: Applying Deep Learning
to Genomics, Microscopy, Drug Discovery, and More, Bharath Ramsundar, Peter
Eastman, Pat Walters, Vijay Pande, more Ви можете по посиланню
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