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Lifelong Machine Learning, Second Edition - Bok av Bing Liu - Häftad

Lifelong Machine Learning, Second Edition - Bok av Bing Liu - Häftad

Lifelong Machine Learning, Second Edition is an introduction to an advanced machine learning paradigm that continuously learns by accumulating past knowledge that it then uses in future learning and problem solving. In contrast, the current dominant machine learning paradigm learns in isolation: given a training dataset, it runs a machine learning algorithm on the dataset to produce a model that is then used in its intended application. It makes no attempt to retain the learned knowledge and use..

SEK 921.00
1

Adversarial Machine Learning - Bok av Murat Kantarcioglu - Häftad

Adversarial Machine Learning - Bok av Murat Kantarcioglu - Häftad

The increasing abundance of large high-quality datasets, combined with significant technical advances over the last several decades have made machine learning into a major tool employed across a broad array of tasks including vision, language, finance, and security. However, success has been accompanied with important new challenges: many applications of machine learning are adversarial in nature. Some are adversarial because they are safety critical, such as autonomous driving. An adversary in these..

SEK 890.00
1

The Answer Machine - Bok av Susan Feldman - Häftad

The Answer Machine - Bok av Susan Feldman - Häftad

The Answer Machine is a practical, non-technical guide to the technologies behind information seeking and analysis. It introduces search and content analytics to software buyers, knowledge managers, and searchers who want to understand and design effective online environments. The book describes how search evolved from an expert-only to an end user tool. It provides an overview of search engines, categorization and clustering, natural language processing, content analytics, and visualization technologies...

SEK 536.00
1

Machine Learning for Computer Scientists and Data Analysts - Bok av Setareh Rafatirad - Häftad

Machine Learning for Computer Scientists and Data Analysts - Bok av Setareh Rafatirad - Häftad

This textbook introduces readers to the theoretical aspects of machine learning (ML) algorithms, starting from simple neuron basics, through complex neural networks, including generative adversarial neural networks and graph convolution networks. Most importantly, this book helps readers to understand the concepts of ML algorithms and enables them to develop the skills necessary to choose an apt ML algorithm for a problem they wish to solve. In addition, this book includes numerous case studies,..

SEK 946.00
1

Syntax-based Statistical Machine Translation - Bok av Philipp Koehn, Philip Williams, m.fl. - Häftad

Syntax-based Statistical Machine Translation - Bok av Philipp Koehn, Philip Williams, m.fl. - Häftad

This unique book provides a comprehensive introduction to the most popular syntax-based statistical machine translation models, filling a gap in the current literature for researchers and developers in human language technologies. While phrase-based models have previously dominated the field, syntax-based approaches have proved a popular alternative, as they elegantly solve many of the shortcomings of phrase-based models. The heart of this book is a detailed introduction to decoding for syntax-based..

SEK 771.00
1

Covariances in Computer Vision and Machine Learning - Bok av Vittorio Murino & Ha Quang Minh - Häftad

Covariances in Computer Vision and Machine Learning - Bok av Vittorio Murino & Ha Quang Minh - Häftad

Covariance matrices play important roles in many areas of mathematics, statistics, and machine learning, as well as their applications. In computer vision and image processing, they give rise to a powerful data representation, namely the covariance descriptor, with numerous practical applications.In this book, we begin by presenting an overview of the {\it finite-dimensional covariance matrix} representation approach of images, along with its statistical interpretation. In particular, we discuss..

SEK 847.00
1

Neural Network Methods for Natural Language Processing - Bok av Yoav Goldberg - Häftad

Neural Network Methods for Natural Language Processing - Bok av Yoav Goldberg - Häftad

Neural networks are a family of powerful machine learning models. This book focuses on the application of neural network models to natural language data. The first half of the book (Parts I and II) covers the basics of supervised machine learning and feed-forward neural networks, the basics of working with machine learning over language data, and the use of vector-based rather than symbolic representations for words. It also covers the computation-graph abstraction, which allows to easily define..

SEK 927.00
1

Bitext Alignment - Bok av Jorg Tiedemann - Häftad

Bitext Alignment - Bok av Jorg Tiedemann - Häftad

This book provides an overview of various techniques for the alignment of bitexts. It describes general concepts and strategies that can be applied to map corresponding parts in parallel documents on various levels of granularity. Bitexts are valuable linguistic resources for many different research fields and practical applications. The most predominant application is machine translation, in particular, statistical machine translation. However, there are various other threads that can be followed..

SEK 570.00
1

Metric Learning - Bok av Aurélien Bellet - Häftad

Metric Learning - Bok av Aurélien Bellet - Häftad

Similarity between objects plays an important role in both human cognitive processes and artificial systems for recognition and categorization. How to appropriately measure such similarities for a given task is crucial to the performance of many machine learning, pattern recognition and data mining methods. This book is devoted to metric learning, a set of techniques to automatically learn similarity and distance functions from data that has attracted a lot of interest in machine learning and related..

SEK 810.00
1

Brain-Machine Interface Engineering - Bok av Jose C. Principe & Justin C. Sanchez - Häftad

Brain-Machine Interface Engineering - Bok av Jose C. Principe & Justin C. Sanchez - Häftad

Neural interfaces are one of the most exciting emerging technologies to impact bioengineering and neuroscience because they enable an alternate communication channel linking directly the nervous system with man-made devices. This book reveals the essential engineering principles and signal processing tools for deriving control commands from bioelectric signals in large ensembles of neurons. The topics featured include analysis techniques for determining neural representation, modeling in motor systems,..

SEK 621.00
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Quality Estimation for Machine Translation - Bok av Lucia Specia, Carolina Scarton, m.fl. - Häftad

Quality Estimation for Machine Translation - Bok av Lucia Specia, Carolina Scarton, m.fl. - Häftad

Many applications within natural language processing involve performing text-to-text transformations, i.e., given a text in natural language as input, systems are required to produce a version of this text (e.g., a translation), also in natural language, as output. Automatically evaluating the output of such systems is an important component in developing text-to-text applications. Two approaches have been proposed for this problem: (i) to compare the system outputs against one or more reference..

SEK 771.00
1

Business Analytics for Professionals - Bok av Alp Ustundag - Inbunden

Business Analytics for Professionals - Bok av Alp Ustundag - Inbunden

This book explains concepts and techniques for business analytics and demonstrate them on real life applications for managers and practitioners. It illustrates how machine learning and optimization techniques can be used to implement intelligent business automation systems. The book examines business problems concerning supply chain, marketing & CRM, financial, manufacturing and human resources functions and supplies solutions in Python.

SEK 987.00
1

General-Purpose Graphics Processor Architectures - Bok av Tor M. Aamodt - Häftad

General-Purpose Graphics Processor Architectures - Bok av Tor M. Aamodt - Häftad

Originally developed to support video games, graphics processor units (GPUs) are now increasingly used for general-purpose (non-graphics) applications ranging from machine learning to mining of cryptographic currencies. GPUs can achieve improved performance and efficiency versus central processing units (CPUs) by dedicating a larger fraction of hardware resources to computation. In addition, their general-purpose programmability makes contemporary GPUs appealing to software developers in comparison..

SEK 666.00
1

Representation Discovery using Harmonic Analysis - Bok av Sridhar Mahadevan - Häftad

Representation Discovery using Harmonic Analysis - Bok av Sridhar Mahadevan - Häftad

Representations are at the heart of artificial intelligence (AI). This book is devoted to the problem of representation discovery: how can an intelligent system construct representations from its experience? Representation discovery re-parameterizes the state space - prior to the application of information retrieval, machine learning, or optimization techniques - facilitating later inference processes by constructing new task-specific bases adapted to the state space geometry. This book presents..

SEK 536.00
1

Computational Modeling of Human Language Acquisition - Bok av Afra Alishahi - Häftad

Computational Modeling of Human Language Acquisition - Bok av Afra Alishahi - Häftad

Human language acquisition has been studied for centuries, but using computational modeling for such studies is a relatively recent trend. However, computational approaches to language learning have become increasingly popular, mainly due to advances in developing machine learning techniques, and the availability of vast collections of experimental data on child language learning and child-adult interaction. Many of the existing computational models attempt to study the complex task of learning a..

SEK 536.00
1

Probabilistic Approaches to Recommendations - Bok av Nicola Barbieri, Giuseppe Manco, m.fl. - Häftad

Probabilistic Approaches to Recommendations - Bok av Nicola Barbieri, Giuseppe Manco, m.fl. - Häftad

The importance of accurate recommender systems has been widely recognized by academia and industry, and recommendation is rapidly becoming one of the most successful applications of data mining and machine learning. Understanding and predicting the choices and preferences of users is a challenging task: real-world scenarios involve users behaving in complex situations, where prior beliefs, specific tendencies, and reciprocal influences jointly contribute to determining the preferences of users toward..

SEK 541.00
1

Extreme Value Theory-Based Methods for Visual Recognition - Bok av Walter J. Scheirer - Häftad

Extreme Value Theory-Based Methods for Visual Recognition - Bok av Walter J. Scheirer - Häftad

A common feature of many approaches to modeling sensory statistics is an emphasis on capturing the \average.\ From early representations in the brain, to highly abstracted class categories in machine learning for classification tasks, central-tendency models based on the Gaussian distribution are a seemingly natural and obvious choice for modeling sensory data. However, insights from neuroscience, psychology, and computer vision suggest an alternate strategy: preferentially focusing representational..

SEK 697.00
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Artificial Intelligence in Neuroscience: Affective Analysis and Health Applications - Bok av Hojjat Adeli, José Manuel Ferrández Vicente, m.fl. - Häft

Artificial Intelligence in Neuroscience: Affective Analysis and Health Applications - Bok av Hojjat Adeli, José Manuel Ferrández Vicente, m.fl. - Häft

The two volume set LNCS 13258 and 13259 constitutes the proceedings of the International Work-Conference on the Interplay Between Natural and Artificial Computation, IWINAC 2022, held in Puerto de la Cruz, Tenerife, Spain in May ¿ June 2022. The total of 121 contributions was carefully reviewed and selected from 203 submissions. The papers are organized in two volumes, with the following topical sub-headings: Part I: Machine Learning in Neuroscience; Neuromotor and Cognitive Disorders; Affective..

SEK 971.00
1

Deep Learning for Computer Architects - Bok av Brandon Reagen - Häftad

Deep Learning for Computer Architects - Bok av Brandon Reagen - Häftad

Machine learning, and specifically deep learning, has been hugely disruptive in many fields of computer science. The success of deep learning techniques in solving notoriously difficult classification and regression problems has resulted in their rapid adoption in solving real-world problems. The emergence of deep learning is widely attributed to a virtuous cycle whereby fundamental advancements in training deeper models were enabled by the availability of massive datasets and high-performance computer..

SEK 771.00
1

Linguistic Structure Prediction - Bok av Noah A. Smith - Häftad

Linguistic Structure Prediction - Bok av Noah A. Smith - Häftad

A major part of natural language processing now depends on the use of text data to build linguistic analyzers. We consider statistical, computational approaches to modeling linguistic structure. We seek to unify across many approaches and many kinds of linguistic structures. Assuming a basic understanding of natural language processing and/or machine learning, we seek to bridge the gap between the two fields. Approaches to decoding (i.e., carrying out linguistic structure prediction) and supervised..

SEK 777.00
1

Big Data and Artificial Intelligence in Digital Finance - Bok av John Soldatos & Dimosthenis Kyriazis - Häftad

Big Data and Artificial Intelligence in Digital Finance - Bok av John Soldatos & Dimosthenis Kyriazis - Häftad

This open access book presents how cutting-edge digital technologies like Big Data, Machine Learning, Artificial Intelligence (AI), and Blockchain are set to disrupt the financial sector. The book illustrates how recent advances in these technologies facilitate banks, FinTech, and financial institutions to collect, process, analyze, and fully leverage the very large amounts of data that are nowadays produced and exchanged in the sector. To this end, the book also describes some more the most popular..

SEK 536.00
1

Representations and Techniques for 3D Object Recognition and Scene Interpretation - Bok av Derek Hoiem & Silvio Savarese - Häftad

Representations and Techniques for 3D Object Recognition and Scene Interpretation - Bok av Derek Hoiem & Silvio Savarese - Häftad

One of the grand challenges of artificial intelligence is to enable computers to interpret 3D scenes and objects from imagery. This book organizes and introduces major concepts in 3D scene and object representation and inference from still images, with a focus on recent efforts to fuse models of geometry and perspective with statistical machine learning. The book is organized into three sections: (1) Interpretation of Physical Space; (2) Recognition of 3D Objects; and (3) Integrated 3D Scene Interpretation...

SEK 570.00
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A Primer on Memory Consistency and Cache Coherence, Second Edition - Bok av Vijay Nagarajan - Häftad

A Primer on Memory Consistency and Cache Coherence, Second Edition - Bok av Vijay Nagarajan - Häftad

Many modern computer systems, including homogeneous and heterogeneous architectures, support shared memory in hardware. In a shared memory system, each of the processor cores may read and write to a single shared address space. For a shared memory machine, the memory consistency model defines the architecturally visible behavior of its memory system. Consistency definitions provide rules about loads and stores (or memory reads and writes) and how they act upon memory. As part of supporting a memory..

SEK 540.00
1

Neural Networks and Deep Learning - Bok av Charu C. Aggarwal - Inbunden

Neural Networks and Deep Learning - Bok av Charu C. Aggarwal - Inbunden

This book covers both classical and modern models in deep learning. The primary focus is on the theory and algorithms of deep learning. The theory and algorithms of neural networks are particularly important for understanding important concepts, so that one can understand the important design concepts of neural architectures in different applications. Why do neural networks work? When do they work better than off-the-shelf machine-learning models? When is depth useful? Why is training neural networks..

SEK 827.00
1