Wolfgang Ertel ; translated by Nathanael Black ; with illustrations by Florian Mast.
وضعیت ویراست
وضعيت ويراست
Second edition.
مشخصات ظاهری
نام خاص و کميت اثر
1 online resource (xiv, 356 pages) :
ساير جزييات
illustrations (some color)
فروست
عنوان فروست
Undergraduate topics in computer science,
شاپا ي ISSN فروست
1863-7310
یادداشتهای مربوط به مندرجات
متن يادداشت
Introduction -- Propositional Logic -- First-order Predicate Logic -- Limitations of Logic -- Logic Programming with PROLOG -- Search, Games and Problem Solving -- Reasoning with Uncertainty -- Machine Learning and Data Mining -- Neural Networks -- Reinforcement Learning -- Solutions for the Exercises.
بدون عنوان
0
یادداشتهای مربوط به خلاصه یا چکیده
متن يادداشت
This accessible and engaging textbook presents a concise introduction to the exciting field of artificial intelligence (AI). The broad-ranging discussion covers the key subdisciplines within the field, describing practical algorithms and concrete applications in the areas of agents, logic, search, reasoning under uncertainty, machine learning, neural networks, and reinforcement learning. Fully revised and updated, this much-anticipated second edition also includes new material on deep learning. Topics and features: Presents an application-focused and hands-on approach to learning, with supplementary teaching resources provided at an associated website Contains numerous study exercises and solutions, highlighted examples, definitions, theorems, and illustrative cartoons Includes chapters on predicate logic, PROLOG, heuristic search, probabilistic reasoning, machine learning and data mining, neural networks and reinforcement learn ing Reports on developments in deep learning, including applications of neural networks to generate creative content such as text, music and art (NEW) Examines performance evaluation of clustering algorithms, and presents two practical examples explaining Bayes' theorem and its relevance in everyday life (NEW) Discusses search algorithms, analyzing the cycle check, explaining route planning for car navigation systems, and introducing Monte Carlo Tree Search (NEW) Includes a section in the introduction on AI and society, discussing the implications of AI on topics such as employment and transportation (NEW) Ideal for foundation courses or modules on AI, this easy-to-read textbook offers an excellent overview of the field for students of computer science and other technical disciplines, requiring no more than a high-school level of knowledge of mathematics to understand the material. Dr. Wolfgang Ertel is a professor at the Institute for Artificial Intelligence at the Ravensburg-Weingarten University of Applied Sciences, Germany.
ویراست دیگر از اثر در قالب دیگر رسانه
شماره استاندارد بين المللي کتاب و موسيقي
9783319584867
موضوع (اسم عام یاعبارت اسمی عام)
موضوع مستند نشده
Artificial intelligence.
موضوع مستند نشده
Artificial Intelligence (incl. Robotics)
موضوع مستند نشده
Computer Science.
موضوع مستند نشده
Artificial intelligence.
مقوله موضوعی
موضوع مستند نشده
COM004000
موضوع مستند نشده
TJFM1
موضوع مستند نشده
UYQ
موضوع مستند نشده
UYQ
رده بندی ديویی
شماره
006
.
3
ويراست
23
رده بندی کنگره
شماره رده
Q335
نام شخص به منزله سر شناسه - (مسئولیت معنوی درجه اول )