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Automated Machine Learning

Methods, Systems, Challenges

Edición de Frank Hutter, Lars Kotthoff, Joaquin Vanschoren ...

Series series The Springer Series on Challenges in Machine Learning
This open access book presents the first comprehensive overview of general methods in Automated Machine Learning (AutoML), collects descriptions of existing systems based on these methods, and discusses the first series of international challenges of AutoML systems. The recent success of commercial ML applications and the rapid growth of the field has created a high demand for off-the-shelf ML ... Leer más

Gratis

This open access book presents the first comprehensive overview of general methods in Automated Machine Learning (AutoML), collects descriptions of existing systems based on these methods, and discusses the first series of international challenges of AutoML systems. The recent success of commercial ML applications and the rapid growth of the field has created a high demand for off-the-shelf ML
... Leer más
Versatile Video Coding

de Humberto Ochoa Dominguez, K.R. Rao ...

Video is the main driver of bandwidth use, accounting for over 80 per cent of consumer Internet traffic. Video compression is a critical component of many of the available multimedia applications, it is necessary for storage or transmission of digital video over today's band-limited networks. The majority of this video is coded using international standards developed in collaboration with ITU-T ... Leer más

$48.60 USD

Video is the main driver of bandwidth use, accounting for over 80 per cent of consumer Internet traffic. Video compression is a critical component of many of the available multimedia applications, it is necessary for storage or transmission of digital video over today's band-limited networks. The majority of this video is coded using international standards developed in collaboration with ITU-T
... Leer más
High Efficiency Video Coding and Other Emerging Standards

de K.R. Rao, J.J. Hwang, D.N. Kim ...

High Efficiency Video Coding and Other Emerging Standards provides an overview of high efficiency video coding (HEVC) and all its extensions and profiles. There are nearly 300 projects and problems included, and about 400 references related to HEVC alone. Next generation video coding (NGVC) beyond HEVC is also described. Other video coding standards such as AVS2, DAALA, THOR, VP9 (Google), DIRAC, ... Leer más

$42.53 USD

High Efficiency Video Coding and Other Emerging Standards provides an overview of high efficiency video coding (HEVC) and all its extensions and profiles. There are nearly 300 projects and problems included, and about 400 references related to HEVC alone. Next generation video coding (NGVC) beyond HEVC is also described. Other video coding standards such as AVS2, DAALA, THOR, VP9 (Google), DIRAC,
... Leer más
Advancement of Optical Methods & Digital Image Correlation in Experimental Mechanics, Volume 2

Proceedings of the 2025 Annual Conference on Experimental and Applied Mechanics

Edición de Chi-Hung Hwang, Gordon Shaw, Motoharu Fujigaki ...

Advancement of Optical Methods & Digital Image Correlation in Experimental Mechanics, Volume 2 of the Proceedings of the 2025 SEM Annual Conference & Exposition on Experimental and Applied Mechanics, the second volume of five from the Conference, brings together contributions to this important area of research and engineering. The collection presents early findings and case studies on a wide range ... Leer más

$117.00 USD

Advancement of Optical Methods & Digital Image Correlation in Experimental Mechanics, Volume 2 of the Proceedings of the 2025 SEM Annual Conference & Exposition on Experimental and Applied Mechanics, the second volume of five from the Conference, brings together contributions to this important area of research and engineering. The collection presents early findings and case studies on a wide range
... Leer más
Motion Deblurring

Algorithms and Systems

Edición de A. N. Rajagopalan, Rama Chellappa ...

A comprehensive guide to restoring images degraded by motion blur, bridging the traditional approaches and emerging computational photography-based techniques, and bringing together a wide range of methods emerging from basic theory as well as cutting-edge research. It encompasses both algorithms and architectures, providing detailed coverage of practical techniques by leading researchers. From an ... Leer más

$61.28 USD

A comprehensive guide to restoring images degraded by motion blur, bridging the traditional approaches and emerging computational photography-based techniques, and bringing together a wide range of methods emerging from basic theory as well as cutting-edge research. It encompasses both algorithms and architectures, providing detailed coverage of practical techniques by leading researchers. From an
... Leer más
Understanding Machine Learning

From Theory to Algorithms

de Shai Shalev-Shwartz, Shai Ben-David ...

Machine learning is one of the fastest growing areas of computer science, with far-reaching applications. The aim of this textbook is to introduce machine learning, and the algorithmic paradigms it offers, in a principled way. The book provides a theoretical account of the fundamentals underlying machine learning and the mathematical derivations that transform these principles into practical ... Leer más

$55.34 USD

Machine learning is one of the fastest growing areas of computer science, with far-reaching applications. The aim of this textbook is to introduce machine learning, and the algorithmic paradigms it offers, in a principled way. The book provides a theoretical account of the fundamentals underlying machine learning and the mathematical derivations that transform these principles into practical
... Leer más
Computer-Generated Phase-Only Holograms for 3D Displays

A Matlab Approach

de Peter Wai Ming Tsang ...

'Phase-only Fresnel holograms,' which can be displayed on a single SLM without the need for lenses or complicated optical accessories, substantially simplifies 3-D holographic display systems. Exploring essential concepts, theories, and formulations of these phase-only Fresnel holograms, this book provides comprehensive coverage of modern methods for generating such holograms, which pave the way ... Leer más

$132.11 USD

'Phase-only Fresnel holograms,' which can be displayed on a single SLM without the need for lenses or complicated optical accessories, substantially simplifies 3-D holographic display systems. Exploring essential concepts, theories, and formulations of these phase-only Fresnel holograms, this book provides comprehensive coverage of modern methods for generating such holograms, which pave the way
... Leer más
Essentials of Digital Signal Processing

de B. P. Lathi, Roger A. Green ...

This textbook offers a fresh approach to digital signal processing (DSP) that combines heuristic reasoning and physical appreciation with sound mathematical methods to illuminate DSP concepts and practices. It uses metaphors, analogies and creative explanations, along with examples and exercises to provide deep and intuitive insights into DSP concepts. Practical DSP requires hybrid systems ... Leer más

$124.73 USD

This textbook offers a fresh approach to digital signal processing (DSP) that combines heuristic reasoning and physical appreciation with sound mathematical methods to illuminate DSP concepts and practices. It uses metaphors, analogies and creative explanations, along with examples and exercises to provide deep and intuitive insights into DSP concepts. Practical DSP requires hybrid systems
... Leer más
GANs in Action

Deep learning with Generative Adversarial Networks

de Vladimir Bok, Jakub Langr ...

Deep learning systems have gotten really great at identifying patterns in text, images, and video. But applications that create realistic images, natural sentences and paragraphs, or native-quality translations have proven elusive. Generative Adversarial Networks, or GANs, offer a promising solution to these challenges by pairing two competing neural networks' one that generates content and the ... Leer más

$49.99 USD

Deep learning systems have gotten really great at identifying patterns in text, images, and video. But applications that create realistic images, natural sentences and paragraphs, or native-quality translations have proven elusive. Generative Adversarial Networks, or GANs, offer a promising solution to these challenges by pairing two competing neural networks' one that generates content and the
... Leer más
Principles of Superconducting Quantum Computers

de Daniel D. Stancil, Gregory T. Byrd ...

Explore the intersection of computer science, physics, and electrical and computer engineering with this discussion of the engineering of quantum computersIn Principles of Superconducting Quantum Computers, a pair of distinguished researchers delivers a comprehensive and insightful discussion of the building of quantum computing hardware and systems. Bridging the gaps between computer science, ... Leer más

$88.00 USD

Explore the intersection of computer science, physics, and electrical and computer engineering with this discussion of the engineering of quantum computersIn Principles of Superconducting Quantum Computers, a pair of distinguished researchers delivers a comprehensive and insightful discussion of the building of quantum computing hardware and systems. Bridging the gaps between computer science,
... Leer más
Advanced Digital Imaging Laboratory Using MATLAB®

de Leonid P Yaroslavsky ...

Series series IOP Expanding Physics
In this book, Prof. Yaroslavsky delivers a complete applied course in digital imaging aimed at advanced students and practitioners. Covering all areas of digital imaging, the text provides an outline of underlying principles of each topic before offering more than 80 MATLAB® based exercises. Subjects addressed embrace image digitization (discretization, quantization, compression), digital image ... Leer más

$97.19 USD

In this book, Prof. Yaroslavsky delivers a complete applied course in digital imaging aimed at advanced students and practitioners. Covering all areas of digital imaging, the text provides an outline of underlying principles of each topic before offering more than 80 MATLAB® based exercises. Subjects addressed embrace image digitization (discretization, quantization, compression), digital image
... Leer más
Python for Data Analysis : A Beginner’s Guide to Learn Data Analysis with Python Programming.

de Dr John Hush ...

Do you Want to learn more about Python Data Analysis ?…. then read on.Businesses, governments, and organizations all need data for some reason. Data today is an opportunity to understand their current situation and use it to prepare for the unknown. The techniques used in data analysis today are easily available to anyone to interpret the data and obtain relevant explanations.Data analysis ... Leer más

$6.30 USD

Do you Want to learn more about Python Data Analysis ?…. then read on.Businesses, governments, and organizations all need data for some reason. Data today is an opportunity to understand their current situation and use it to prepare for the unknown. The techniques used in data analysis today are easily available to anyone to interpret the data and obtain relevant explanations.Data analysis
... Leer más
Advances In Pattern Recognition And Artificial Intelligence

de Marleah Blom, Nicola Nobile, Ching Yee Suen ...

Series Libro 6 - Series On Language Processing, Pattern Recognition, And Intelligent Systems
This book includes reviewed papers by international scholars from the 2020 International Conference on Pattern Recognition and Artificial Intelligence (held online). The papers have been expanded to provide more details specifically for the book. It is geared to promote ongoing interest and understanding about pattern recognition and artificial intelligence. Like the previous book in the series, ... Leer más

$63.17 USD

This book includes reviewed papers by international scholars from the 2020 International Conference on Pattern Recognition and Artificial Intelligence (held online). The papers have been expanded to provide more details specifically for the book. It is geared to promote ongoing interest and understanding about pattern recognition and artificial intelligence. Like the previous book in the series,
... Leer más
Introduction To Pattern Recognition And Machine Learning

de M Narasimha Murty, V Susheela Devi ...

Series Libro 5 - Iisc Lecture Notes Series
This book adopts a detailed and methodological algorithmic approach to explain the concepts of pattern recognition. While the text provides a systematic account of its major topics such as pattern representation and nearest neighbour based classifiers, current topics — neural networks, support vector machines and decision trees — attributed to the recent vast progress in this field are also dealt ... Leer más

$48.59 USD

This book adopts a detailed and methodological algorithmic approach to explain the concepts of pattern recognition. While the text provides a systematic account of its major topics such as pattern representation and nearest neighbour based classifiers, current topics — neural networks, support vector machines and decision trees — attributed to the recent vast progress in this field are also dealt
... Leer más
Document Analysis And Text Recognition: Benchmarking State-of-the-art Systems

de Volker Margner, Umapada Pal, Apostolos Antonacopoulos ...

Series Libro 82 - Series In Machine Perception And Artificial Intelligence
The compendium presents the latest results of the most prominent competitions held in the field of Document Analysis and Text Recognition. It includes a description of the participating systems and the underlying methods on one hand and the datasets used together with evaluation metrics on the other hand. This volume also demonstrates with examples, how to organize a competition and how to make it ... Leer más

$82.61 USD

The compendium presents the latest results of the most prominent competitions held in the field of Document Analysis and Text Recognition. It includes a description of the participating systems and the underlying methods on one hand and the datasets used together with evaluation metrics on the other hand. This volume also demonstrates with examples, how to organize a competition and how to make it
... Leer más
Computer Age Statistical Inference

Algorithms, Evidence, and Data Science

de Bradley Efron, Trevor Hastie ...

Series Libro 5 - Institute of Mathematical Statistics Monographs
The twenty-first century has seen a breathtaking expansion of statistical methodology, both in scope and in influence. 'Big data', 'data science', and 'machine learning' have become familiar terms in the news, as statistical methods are brought to bear upon the enormous data sets of modern science and commerce. How did we get here? And where are we going? This book takes us on an exhilarating ... Leer más

$65.69 USD

The twenty-first century has seen a breathtaking expansion of statistical methodology, both in scope and in influence. 'Big data', 'data science', and 'machine learning' have become familiar terms in the news, as statistical methods are brought to bear upon the enormous data sets of modern science and commerce. How did we get here? And where are we going? This book takes us on an exhilarating
... Leer más
Deep Learning in Object Detection and Recognition

Edición de Xiaoyue Jiang, Abdenour Hadid, Yanwei Pang, Eric Granger, Xiaoyi Feng ...

This book discusses recent advances in object detection and recognition using deep learning methods, which have achieved great success in the field of computer vision and image processing. It provides a systematic and methodical overview of the latest developments in deep learning theory and its applications to computer vision, illustrating them using key topics, including object detection, face ... Leer más

$153.08 USD

This book discusses recent advances in object detection and recognition using deep learning methods, which have achieved great success in the field of computer vision and image processing. It provides a systematic and methodical overview of the latest developments in deep learning theory and its applications to computer vision, illustrating them using key topics, including object detection, face
... Leer más
Basics of Geomatics

de Mario A. Gomarasca ...

Geomatics is a neologism, the use of which is becoming increasingly widespread, even if it is not still universally accepted. It includes several disciplines and te- niques for the study of the Earth’s surface and its environments, and computer science plays a decisive role. A more meaningful and appropriate expression is G- spatial Information or GeoInformation. Geo-spatial Information embeds ... Leer más

$193.58 USD

Geomatics is a neologism, the use of which is becoming increasingly widespread, even if it is not still universally accepted. It includes several disciplines and te- niques for the study of the Earth’s surface and its environments, and computer science plays a decisive role. A more meaningful and appropriate expression is G- spatial Information or GeoInformation. Geo-spatial Information embeds
... Leer más
PyTorch Machine Learning: Practical Guide to Building, Training & Deploying Deep Learning Models with Python

de Ricardo Tellero ...

Master PyTorch and Build Production-Ready Deep Learning Models from Scratch to DeploymentComplete PyTorch curriculum covering tensors, neural networks, CNNs, RNNs, Transformers, GANs, and reinforcement learningProduction deployment skills including model optimization, quantization, ONNX export, TorchScript, and serving with Flask & DockerReal-world projects featuring image segmentation (U-... ... Leer más

$9.99 USD o gratis con Kobo Plus

Master PyTorch and Build Production-Ready Deep Learning Models from Scratch to DeploymentComplete PyTorch curriculum covering tensors, neural networks, CNNs, RNNs, Transformers, GANs, and reinforcement learningProduction deployment skills including model optimization, quantization, ONNX export, TorchScript, and serving with Flask & DockerReal-world projects featuring image segmentation (U-...
... Leer más
Two-Dimensional Materials in Nanophotonics

Developments, Devices, and Applications

Edición de Yuerui Lu ...

Two-dimensional (2D) materials have attracted tremendous interest since the study of graphene in the early 21st century. With their thickness in the angstrom-to-nanometer range, 2D materials, including graphene, transition metal dichalcogenides, phosphorene, silicene, and other inorganic and organic materials, can be an ideal platform to study fundamental many-body interactions because of reduced ... Leer más

$134.96 USD

Two-dimensional (2D) materials have attracted tremendous interest since the study of graphene in the early 21st century. With their thickness in the angstrom-to-nanometer range, 2D materials, including graphene, transition metal dichalcogenides, phosphorene, silicene, and other inorganic and organic materials, can be an ideal platform to study fundamental many-body interactions because of reduced
... Leer más
IoT-enabled Convolutional Neural Networks: Techniques and Applications

Edición de Mohd Naved, V. Ajantha Devi, Loveleen Gaur, Ahmed A. Elngar ...

Convolutional neural networks (CNNs), a type of deep neural network that has become dominant in a variety of computer vision tasks, in recent years, CNNs have attracted interest across a variety of domains due to their high efficiency at extracting meaningful information from visual imagery. CNNs excel at a wide range of machine learning and deep learning tasks. As sensor-enabled internet of ... Leer más

$126.00 USD

Convolutional neural networks (CNNs), a type of deep neural network that has become dominant in a variety of computer vision tasks, in recent years, CNNs have attracted interest across a variety of domains due to their high efficiency at extracting meaningful information from visual imagery. CNNs excel at a wide range of machine learning and deep learning tasks. As sensor-enabled internet of
... Leer más
High Spatio-Temporal-Spectral Thermal Remote Sensing

Research and Applications

Edición de Kerry Cawse-Nicholson, Jeffrey C. Luvall, Simon Hook, Christine Lee ...

There have been numerous advances in thermal infrared (TIRS) sensors, analytical techniques and applications in recent years. A number of new satellite platforms have launched with TIR capabilities, and others will be ready for launch in the near future. This book builds upon the book Thermal Remote Sensing in Land Surface Processing and provides new and updated information on thermal remote ... Leer más

Gratis

There have been numerous advances in thermal infrared (TIRS) sensors, analytical techniques and applications in recent years. A number of new satellite platforms have launched with TIR capabilities, and others will be ready for launch in the near future. This book builds upon the book Thermal Remote Sensing in Land Surface Processing and provides new and updated information on thermal remote
... Leer más
Algorithmic Trading: Navigating the Future of Finance

de Alex Thompson ...

In the fast-paced world of finance, where milliseconds can make the difference between profit and loss, algorithmic trading stands as the vanguard of innovation. "Algorithmic Trading: Navigating the Future of Finance" delves into the heart of this dynamic field, revealing its evolution from simple strategies to the cutting-edge technologies and advanced analytics that define it today.From high ... Leer más

$34.99 USD o gratis con Kobo Plus

In the fast-paced world of finance, where milliseconds can make the difference between profit and loss, algorithmic trading stands as the vanguard of innovation. "Algorithmic Trading: Navigating the Future of Finance" delves into the heart of this dynamic field, revealing its evolution from simple strategies to the cutting-edge technologies and advanced analytics that define it today.From high
... Leer más
NFT Ultimate User Guide - How to Buy, Sell, and Mint Non-Fungible Tokens

de Maximus Wilson ...

Non-fungible tokens (NFTs) have exploded in popularity over the past year, with sales reaching record highs and mainstream adoption on the rise. While some critics dismiss NFTs as a passing fad, others see them as the future of digital ownership and a revolutionary new asset class. In this guide, we will explore the future of NFTs and what lies ahead for this exciting new technology. One of the ... Leer más

$3.99 USD o gratis con Kobo Plus

Non-fungible tokens (NFTs) have exploded in popularity over the past year, with sales reaching record highs and mainstream adoption on the rise. While some critics dismiss NFTs as a passing fad, others see them as the future of digital ownership and a revolutionary new asset class. In this guide, we will explore the future of NFTs and what lies ahead for this exciting new technology. One of the
... Leer más

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