With much success already attributed to deep learning, this discipline has started making waves throughout science broadly and the life sciences in particular. With this practical book, developers and scientists will learn how deep learning is used for genomics, chemistry, biophysics, microscopy, medical analysis, drug discovery, and other fields. As a running case study, the authors focus on the problem of designing new therapeutics, one of science's greatest challenges because this practice ties together physics, chemistry, biology and medicine. Using TensorFlow and the DeepChem library, this book introduces deep network primitives including image convolutional networks, 1D convolutions for genomics, graph convolutions for molecular graphs, atomic convolutions for molecular structures, and molecular autoencoders. Deep Learning for the Life Sciences is ideal for practicing developers interested in applying their skills to scientific applications such as biology, genetics, and drug discovery, as well as scientists interested in adding deep learning to their core skills.
AI苏醒: 科幻电影的思想实验室
A novel type of vector algebra can be constructed for these ordered pairs of vectors , which are then referred to as dual vectors ( Brand , 1947 ) . It is directly analogous to the usual vector algebra , but with a new kind of dot ...
Specifically, UTOOLS imports MOSS import/export files produced by MOSS, ARC-INFO, or other GIS systems, ERDAS GIS files, USGS DEMs, ASCII flat-files, and database files produced by Dbase, Rbase, and other DMBS. 30) User-designed inputs: ...
See, for example, Laird, Rosenbloom and Newell [4] and Newell [8]. These researchers claim that certain empirical results on human acquisition of cognitive skills, such as the so-called power law of learning, can be explained by taking ...
"After AI: Strategies to Survive & Thrive" examines ways to actively promote the natural human attributes that give us that advantage: the stuff that makes us MORE THAN MACHINES.
"Updated edition of popular textbook on Artificial Intelligence. This edition specific looks at ways of keeping artificial intelligence under control"--
... Motorola Manufacturing Systems , Boynton Beach , Florida . “ Good robotic systems can handle these tasks and help Motorola achieve Six Sigma quality . " S 5 Micromechanical manipulators , molecular robotics , nanorobotics are names ...
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Randomization and Approximation Techniques in Computer Science: Second International Workshop, RANDOM '98, Barcelona, Spain, October 8-10, 1998 : Proceedings
And what Davies fears is the inability of a system which ( prima facie ) lacks such recurrent abstractions to meet the demand of strict causal systematicity of inferential transitions . The upshot of it all , according to Davies ( 1991 ...