Patterns Predictions And Actions
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Patterns Predictions And Actions
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Author : Moritz Hardt
language : en
Publisher: Princeton University Press
Release Date : 2022-10-18
Patterns Predictions And Actions written by Moritz Hardt and has been published by Princeton University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-10-18 with Computers categories.
An authoritative, up-to-date graduate textbook on machine learning that highlights its historical context and societal impacts Patterns, Predictions, and Actions introduces graduate students to the essentials of machine learning while offering invaluable perspective on its history and social implications. Beginning with the foundations of decision making, Moritz Hardt and Benjamin Recht explain how representation, optimization, and generalization are the constituents of supervised learning. They go on to provide self-contained discussions of causality, the practice of causal inference, sequential decision making, and reinforcement learning, equipping readers with the concepts and tools they need to assess the consequences that may arise from acting on statistical decisions. Provides a modern introduction to machine learning, showing how data patterns support predictions and consequential actionsPays special attention to societal impacts and fairness in decision makingTraces the development of machine learning from its origins to todayFeatures a novel chapter on machine learning benchmarks and datasetsInvites readers from all backgrounds, requiring some experience with probability, calculus, and linear algebraAn essential textbook for students and a guide for researchers
Patterns Predictions And Actions
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Author : Moritz Hardt
language : en
Publisher: Princeton University Press
Release Date : 2022-08-23
Patterns Predictions And Actions written by Moritz Hardt and has been published by Princeton University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-08-23 with Computers categories.
An authoritative, up-to-date graduate textbook on machine learning that highlights its historical context and societal impacts Patterns, Predictions, and Actions introduces graduate students to the essentials of machine learning while offering invaluable perspective on its history and social implications. Beginning with the foundations of decision making, Moritz Hardt and Benjamin Recht explain how representation, optimization, and generalization are the constituents of supervised learning. They go on to provide self-contained discussions of causality, the practice of causal inference, sequential decision making, and reinforcement learning, equipping readers with the concepts and tools they need to assess the consequences that may arise from acting on statistical decisions. Provides a modern introduction to machine learning, showing how data patterns support predictions and consequential actions Pays special attention to societal impacts and fairness in decision making Traces the development of machine learning from its origins to today Features a novel chapter on machine learning benchmarks and datasets Invites readers from all backgrounds, requiring some experience with probability, calculus, and linear algebra An essential textbook for students and a guide for researchers
Patterns Predictions And Actions
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Author : Moritz Hardt
language : en
Publisher: Learningbooks
Release Date : 2023-12-15
Patterns Predictions And Actions written by Moritz Hardt and has been published by Learningbooks this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-12-15 with Computers categories.
Dive into the captivating world of artificial intelligence and data-driven innovation with "Patterns, Predictions, and Actions: A Story about Machine Learning" by acclaimed authors Moritz Hardt and Benjamin Recht. This enthralling narrative unfolds like a carefully crafted algorithm, weaving together the threads of cutting-edge technology, human ingenuity, and the limitless possibilities of machine learning. Embark on a journey that unravels the intricate patterns hidden within vast datasets, as Hardt and Recht skillfully guide you through the labyrinth of algorithms and models. Immerse yourself in the language of data science, where every line of code tells a story, and every prediction holds the key to unlocking unprecedented insights. From regression analysis to deep neural networks, this book explores the diverse landscape of machine learning, offering readers a comprehensive understanding of the tools shaping the future. As you turn the pages, you'll witness the power of predictive analytics as it transcends industries, from finance to healthcare, and transforms the way we approach complex problems. The authors illuminate the synergy between man and machine, emphasizing how collaborative efforts between humans and algorithms can usher in a new era of technological advancement and societal progress. "Patterns, Predictions, and Actions" is not merely a book; it's a roadmap for the curious minds seeking to decipher the intricate dance between data and decisions. With each chapter, you'll discover how machine learning algorithms unravel patterns in chaos, predict future trends with uncanny accuracy, and ultimately empower us to take decisive actions that shape the world around us. This literary masterpiece is a treasure trove of knowledge for both the seasoned data scientist and the curious novice. Whether you're fascinated by the mathematical intricacies of machine learning or intrigued by its real-world applications, this book offers a rare blend of technical expertise and storytelling prowess. Uncover the secrets of machine learning, demystify the algorithms driving innovation, and embark on a journey that explores the intersection of human intuition and artificial intelligence. "Patterns, Predictions, and Actions" invites you to envision a future where the marriage of data and decision-making transforms not just industries, but the very fabric of our existence. Immerse yourself in this captivating narrative, and let the algorithms guide you through a story that is as profound as it is predictive.
Pattern Recognition And Machine Intelligence
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Author : Sankar K. Pal
language : en
Publisher: Springer
Release Date : 2005-12-07
Pattern Recognition And Machine Intelligence written by Sankar K. Pal and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005-12-07 with Computers categories.
This book constitutes the refereed proceedings of the First International Conference on Pattern Recognition and Machine Intelligence, PReMI 2005, held in Kolkata, India in December 2005. The 108 revised papers presented together with 6 keynote talks and 14 invited papers were carefully reviewed and selected from 250 submissions. The papers are organized in topical sections on clustering, feature selection and learning, classification, neural networks and applications, fuzzy logic and applications, optimization and representation, image processing and analysis, video processing and computer vision, image retrieval and data mining, bioinformatics application, Web intelligence and genetic algorithms, as well as rough sets, case-based reasoning and knowledge discovery.
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Author :
language : en
Publisher: IOS Press
Release Date :
written by and has been published by IOS Press this book supported file pdf, txt, epub, kindle and other format this book has been release on with categories.
Explanation Patterns
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Author : R. P. Schank
language : en
Publisher: Psychology Press
Release Date : 2013-08-21
Explanation Patterns written by R. P. Schank and has been published by Psychology Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-08-21 with Psychology categories.
First Published in 1986. In the age of the computer, conjecture about things mechanical has naturally led to the question of whether machines can think. As the emphasis on Artificial Intelligence (AI) has grown rapidly, questions about machine intelligence have begun to have a certain urgency. The question we are concerned with in this book is: If we can find a set of processes that machines can slavishly follow, and if by so doing, these machines can come up with creative thoughts, what would that tell us about human beings? If the machine's procedure was adapted from a human procedure, that is, if all the machine was doing was what we know people are doing, would we abandon our inherent skepticism about the abilities of machines, or would we demystify our inherent admiration for things human? In a sense, these are the issues dealt with in this book. The author says in a sense because this book is no way a philosophical treatise. Rather it is an exercise in Artificial Intelligence and in Cognitive Science, it is an attempt to come to understand one of the most complex problems of mind by examining some of the mechanisms of mind: to define the apparatus that underlies our ability to think.
Spatial Temporal Patterns For Action Oriented Perception In Roving Robots
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Author : Paolo Arena
language : en
Publisher: Springer Science & Business Media
Release Date : 2008-12-19
Spatial Temporal Patterns For Action Oriented Perception In Roving Robots written by Paolo Arena and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008-12-19 with Technology & Engineering categories.
The basic principles guiding sensing, perception and action in bio systems seem to rely on highly organised spatial-temporal dynamics. In fact, all biological senses, (visual, hearing, tactile, etc.) process signals coming from different parts distributed in space and also show a complex time evolution. As an example, mammalian retina performs a parallel representation of the visual world embodied into layers, each of which r- resents a particular detail of the scene. These results clearly state that visual perception starts at the level of the retina, and is not related uniquely to the higher brain centres. Although vision remains the most useful sense guiding usual actions, the other senses, ?rst of all hearing but also touch, become essential particularly in cluttered conditions, where visual percepts are somehow obscured by environment conditions. Ef?cient use of hearing can be learnt from acoustic perception in animals/insects, like crickets, that use this ancient sense more than all the others, to perform a vital function, like mating.
The Expressive Moment
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Author : Marc Leman
language : en
Publisher: MIT Press
Release Date : 2023-12-26
The Expressive Moment written by Marc Leman and has been published by MIT Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-12-26 with Music categories.
A new way to understand expressive interaction, focusing on the dynamic, fast, pre-reflective processes underlying interactions with music. The expressive moment is that point in time when we grasp a situation and respond quickly, even before we are aware of it. In this book, Marc Leman argues that expression drives this kind of interaction, and he proposes a general framework for understanding expressive interactions. He focuses on the dynamic, fast, and pre-reflective processes underlying our interactions with music—whether we are playing an instrument, dancing, listening, or using new interactive technologies. Music offers a well-established domain for studying these fast and interactive processes, and Leman argues that understanding the power of expressive interaction through music may help us understand cognitive processing in other domains, including language, human action coordination, human-animal interaction, and human-machine interaction. Leman regards expressive interactions with music as energizing and empowering. He argues that music is based on patterns that intervene with a reinforcing loop in the human brain, strengthening learning, motivation, and reward. He argues further that the reinforcing effect is influenced by the interaction flow, by fast processes that handle expressive qualities on the fly. Leman sets out the framework in which expressive interaction is situated, describing, among other things, a pragmatic model of communication in which the fundamental components are enactment and dynamics. He looks in more detail at the cognitive-motivational architecture, discussing sensorimotor and motivational schemes. Finally, he discusses applications for the concepts behind expressive motivation in such fields as sports, entertainment, rehabilitation, multimedia art, and music education.
Brain Oscillations And Predictive Coding What We Know And What We Should Learn
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Author : Roumen Kirov
language : en
Publisher: Frontiers Media SA
Release Date : 2017-04-28
Brain Oscillations And Predictive Coding What We Know And What We Should Learn written by Roumen Kirov and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-04-28 with categories.
Predictive coding (PC) is a neurocognitive concept, according to which the brain does not process the whole qualia of external information, but only residual mismatches occurring between incoming information and an individual, inner model of the world. At the time of issue initiation, I expected an essential focus on mismatch signals in the brain, especially those captured by neurophysiologic oscillations. This was because one most plausible approach to the PC concept is to identify and validate mismatch signals in the brain. Announcing the topic revealed a much deeper consideration of intelligible minds of researchers. It turned out that what was of fundamental interest was which brain mechanisms support the formation, maintenance and consolidation of the inner model determining PC. Is PC a dynamic construct continuously modulated by external environmental or internal mental information? The reader will be delighted to get acquainted with the current views and understanding of eminent scholars in the field. It will be challenging to discover the realm of sleep where both physiological, energy preserving and mental qualia principles build on the inner models to shape and transform the self. And where neurophysiologic oscillations may both transmit external information and translate inner models from state to state to preserve the self-continuity and compactness.
Hegel Institutions And Economics
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Author : Carsten Herrmann-Pillath
language : en
Publisher: Routledge
Release Date : 2014-01-10
Hegel Institutions And Economics written by Carsten Herrmann-Pillath and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-01-10 with Business & Economics categories.
Hegel’s philosophy has witnessed periods of revival and oblivion, at times considered to be an unrivalled and all-embracing system of thought, but often renounced with no less ardour. This book renews the dialogue with Hegel by looking at his legacy as a source of insight and judgement that helps us rethink contemporary economics. This book focuses on a concept of institution which is equally important for Hegel's political philosophy and for economic theory to date. The key contributions of this Hegelian perspective on economics lead us to the synthesis of traditional approaches and new ideas gained in economic experiments and advanced by neuroeconomists, sociologists and cognitive scientists. The proper account of contemporary 'civil society' involves comprehending it as a historically evolving totality of individual minds, ideas and intersubjective structures that are mutually dependent, tied by recognitive relations, and assert themselves as a whole in the ongoing performative movement of 'objective spitit'. The ethics of recognition is paired with the ethics of associations that supports moral principles and gives them true, concrete universality. This unusual constellation of seemingly remote fields suggests that Hegel, read in a pragmatist mode, anticipated the new theories and philosophies of extended mind, social cognition and performativity. By providing a new conceptual apparatus and reformulating the theory of institutions in the light of this new synthesis, this book claims to give new meaning both to Hegel as interpreted from today, and to the social sciences. Seen from this perspective, such phenomena as cooperation in games, personal identity or justice in the version of Amartya Sen's 'realization-focused comparisons' are reinscribed into the logic of institutional theory. This 'Hegel' clearly goes beyond the limits of philosophical discussion and becomes a decisive reference for economists, sociologists, political scientists and other scholars who study the foundations and consequences of human sociality and try to explore and design the institutions necessary for a worthy common life.