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Learning to solve sequential decision-making tasks is difficult. Humans take years exploring the environment essentially in a random way until they are able to reason, solve difficult tasks, and collaborate with other humans towards a common goal. Artificial Intelligent agents are like humans in this aspect. Reinforcement Learning (RL) is a well-known technique to train autonomous agents through interactions with the environment. Unfortunately, the learning process has a high sample complexity to infer an effective actuation policy, especially when multiple agents are simultaneously actuating in the environment. However, previous knowledge can be leveraged to accelerate learning and enable s...
This in-depth tutorial for students, researchers, and developers covers foundations, plus applications ranging from search to multimedia.
Includes critical reviews.
Experts from a range of disciplines explore how humans and artificial agents can quickly learn completely new tasks through natural interactions with each other. Humans are not limited to a fixed set of innate or preprogrammed tasks. We learn quickly through language and other forms of natural interaction, and we improve our performance and teach others what we have learned. Understanding the mechanisms that underlie the acquisition of new tasks through natural interaction is an ongoing challenge. Advances in artificial intelligence, cognitive science, and robotics are leading us to future systems with human-like capabilities. A huge gap exists, however, between the highly specialized niche ...
"A "must" guide for the brass student and teacher relating to the total physical output that goes into playing any brass instrument. The same technique althletes use to develop their physical control as applied to musicians"--Back cover
Striking a balance between research, theory, and application, the sixth edition of INDUSTRIAL/ORGANIZATIONAL PSYCHOLOGY: AN APPLIED APPROACH prepares students for their future careers through a combination of scholarship, humor, case studies, and practical applications. Students will see the relevance of industrial/organizational psychology to their everyday lives through such practical applications as how to write a resume, survive an employment interview, write a job description, create a performance appraisal instrument, and motivate employees. Charts and tables simplify such complicated issues as employment law, job satisfaction, work motivation and leadership. Important Notice: Media content referenced within the product description or the product text may not be available in the ebook version.
Describes and rates more than twenty thousand videos, and provides indexes by theme, awards, actors, actresses, and directors.
Molecular Genetic Pathology, Second Edition presents up-to-date material containing fundamental information relevant to the clinical practice of molecular genetic pathology. Fully updated in each area and expanded to include identification of new infectious agents (H1N1), new diagnostic biomarkers and biomarkers for targeted cancer therapy. This edition is also expanded to include the many new technologies that have become available in the past few years such as microarray (AmpliChip) and high throughput deep sequencing, which will certainly change the clinical practice of molecular genetic pathology. Part I examines the clinical aspects of molecular biology and technology, genomics. Poharma...
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