David Forsyth – författare
1 306 kr
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This textbook presents a concise and up-to-date examination of the field of development economics, bringing together historical perspectives, current issues and policy implications. Each chapter can be read as a stand-alone unit, or as part of the wider economic debates presented throughout the book.
3 780 kr
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Computer Vision: A Modern Approach, 2e, is appropriate for upper-division undergraduate- and graduate-level courses in computer vision found in departments of Computer Science, Computer Engineering and Electrical Engineering.
This textbook provides the most complete treatment of modern computer vision methods by two of the leading authorities in the field. This accessible presentation gives both a general view of the entire computer vision enterprise and also offers sufficient detail for students to be able to build useful applications. Students will learn techniques that have proven to be useful by first-hand experience and a wide range of mathematical methods
1 104 kr
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1 331 kr
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295 kr
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467 kr
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1 336 kr
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This textbook is aimed at computer science undergraduates late in sophomore or early in junior year, supplying a comprehensive background in qualitative and quantitative data analysis, probability, random variables, and statistical methods, including machine learning.
With careful treatment of topics that fill the curricular needs for the course, Probability and Statistics for Computer Science features:
• A treatment of random variables and expectations dealing primarily with the discrete case.
• A practical treatment of simulation, showing how many interesting probabilities and expectations can be extracted, with particular emphasis on Markov chains.• A clear but crisp account of simple point inference strategies (maximum likelihood; Bayesian inference) in simple contexts. This is extended to cover some confidence intervals, samples and populations for random sampling with replacement, and the simplest hypothesis testing.• Achapter dealing with classification, explaining why it’s useful; how to train SVM classifiers with stochastic gradient descent; and how to use implementations of more advanced methods such as random forests and nearest neighbors.
• A chapter dealing with regression, explaining how to set up, use and understand linear regression and nearest neighbors regression in practical problems.• A chapter dealing with principal components analysis, developing intuition carefully, and including numerous practical examples. There is a brief description of multivariate scaling via principal coordinate analysis.
• A chapter dealing with clustering via agglomerative methods and k-means, showing how to build vector quantized features for complex signals.
Illustrated throughout, each main chapter includes many worked examples and other pedagogical elements such as
boxed Procedures, Definitions, Useful Facts, and Remember This (short tips). Problems and Programming Exercises are at the end of each chapter, with a summary of what the reader should know. Instructor resources include a full set of model solutions for all problems, and an Instructor''s Manual with accompanying presentation slides.561 kr
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561 kr
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1 367 kr
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1 115 kr
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1 367 kr
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1 416 kr
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