Deep Learning in Biology and Medicine

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Author :
Release : 2021
Genre : Artificial intelligence
Kind :
Book Rating : 934/5 ( reviews)

Deep Learning in Biology and Medicine - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Deep Learning in Biology and Medicine write by Davide Bacciu. This book was released on 2021. Deep Learning in Biology and Medicine available in PDF, EPUB and Kindle. Biology, medicine and biochemistry have become data-centric fields for which Deep Learning methods are delivering groundbreaking results. Addressing high impact challenges, Deep Learning in Biology and Medicine provides an accessible and organic collection of Deep Learning essays on bioinformatics and medicine. It caters for a wide readership, ranging from machine learning practitioners and data scientists seeking methodological knowledge to address biomedical applications, to life science specialists in search of a gentle reference for advanced data analytics.With contributions from internationally renowned experts, the book covers foundational methodologies in a wide spectrum of life sciences applications, including electronic health record processing, diagnostic imaging, text processing, as well as omics-data processing. This survey of consolidated problems is complemented by a selection of advanced applications, including cheminformatics and biomedical interaction network analysis. A modern and mindful approach to the use of data-driven methodologies in the life sciences also requires careful consideration of the associated societal, ethical, legal and transparency challenges, which are covered in the concluding chapters of this book.

Deep Learning In Biology And Medicine

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Author :
Release : 2022-01-17
Genre : Computers
Kind :
Book Rating : 955/5 ( reviews)

Deep Learning In Biology And Medicine - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Deep Learning In Biology And Medicine write by Davide Bacciu. This book was released on 2022-01-17. Deep Learning In Biology And Medicine available in PDF, EPUB and Kindle. Biology, medicine and biochemistry have become data-centric fields for which Deep Learning methods are delivering groundbreaking results. Addressing high impact challenges, Deep Learning in Biology and Medicine provides an accessible and organic collection of Deep Learning essays on bioinformatics and medicine. It caters for a wide readership, ranging from machine learning practitioners and data scientists seeking methodological knowledge to address biomedical applications, to life science specialists in search of a gentle reference for advanced data analytics.With contributions from internationally renowned experts, the book covers foundational methodologies in a wide spectrum of life sciences applications, including electronic health record processing, diagnostic imaging, text processing, as well as omics-data processing. This survey of consolidated problems is complemented by a selection of advanced applications, including cheminformatics and biomedical interaction network analysis. A modern and mindful approach to the use of data-driven methodologies in the life sciences also requires careful consideration of the associated societal, ethical, legal and transparency challenges, which are covered in the concluding chapters of this book.

Deep Learning for the Life Sciences

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Author :
Release : 2019-04-10
Genre : Science
Kind :
Book Rating : 802/5 ( reviews)

Deep Learning for the Life Sciences - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Deep Learning for the Life Sciences write by Bharath Ramsundar. This book was released on 2019-04-10. Deep Learning for the Life Sciences available in PDF, EPUB and Kindle. 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

Analyzing Network Data in Biology and Medicine

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Release : 2019-03-28
Genre : Language Arts & Disciplines
Kind :
Book Rating : 239/5 ( reviews)

Analyzing Network Data in Biology and Medicine - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Analyzing Network Data in Biology and Medicine write by Nataša Pržulj. This book was released on 2019-03-28. Analyzing Network Data in Biology and Medicine available in PDF, EPUB and Kindle. Introduces biological concepts and biotechnologies producing the data, graph and network theory, cluster analysis and machine learning, using real-world biological and medical examples.

Artificial Intelligence

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Release : 2019-07-31
Genre : Medical
Kind :
Book Rating : 171/5 ( reviews)

Artificial Intelligence - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Artificial Intelligence write by . This book was released on 2019-07-31. Artificial Intelligence available in PDF, EPUB and Kindle. Artificial intelligence (AI) is taking on an increasingly important role in our society today. In the early days, machines fulfilled only manual activities. Nowadays, these machines extend their capabilities to cognitive tasks as well. And now AI is poised to make a huge contribution to medical and biological applications. From medical equipment to diagnosing and predicting disease to image and video processing, among others, AI has proven to be an area with great potential. The ability of AI to make informed decisions, learn and perceive the environment, and predict certain behavior, among its many other skills, makes this application of paramount importance in today's world. This book discusses and examines AI applications in medicine and biology as well as challenges and opportunities in this fascinating area.