Deep Learning in Bioinformatics

Techniques and Applications in Practice

Paperback Engels 2022 9780128238226

€ 178,60

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Deep Learning in Bioinformatics: Techniques and Applications in Practice introduces the topic in an easy-to-understand way, exploring how it can be utilized for addressing important problems in bioinformatics, including drug discovery, de novo molecular design, sequence analysis, protein structure prediction, gene expression regulation, protein classification, biomedical image processing and diagnosis, biomolecule interaction prediction, and in systems biology. The book also presents theoretical and practical successes of deep learning in bioinformatics, pointing out problems and suggesting future research directions. Dr. Izadkhah provides valuable insights and will help researchers use deep learning techniques in their biological and bioinformatics studies.

Specificaties

ISBN13:9780128238226

Taal:Engels

Bindwijze:Paperback

Uitgever:Elsevier Science

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Inhoudsopgave

1. Why Life Science? 2. A Review of Machine Learning 3. An Introduction of Python Ecosystem for Deep Learning 4. Basic Structure of Neural Networks 5. Training Multi-Layer Neural Networks 6. Classification in Bioinformatics 7. Introduction to Deep learning 8. Medical Image Processing: An Insight to Convolutional Neural Networks 9. Popular Deep Learning Image Classifiers 10. Electrocardiogram (ECG) Arrhythmia Classification 11. Autoencoders and Deep Generative Models in Bioinformatics 12. Recurrent Neural Networks: Generating New Molecules and Proteins Sequence Classification 13. Application, Challenge, and Suggestion

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