The Shape Of The Data
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The Shape Of Data
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Author : Colleen M. Farrelly
language : en
Publisher: No Starch Press
Release Date : 2023-09-12
The Shape Of Data written by Colleen M. Farrelly and has been published by No Starch Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-09-12 with Computers categories.
This advanced machine learning book highlights many algorithms from a geometric perspective and introduces tools in network science, metric geometry, and topological data analysis through practical application. Whether you’re a mathematician, seasoned data scientist, or marketing professional, you’ll find The Shape of Data to be the perfect introduction to the critical interplay between the geometry of data structures and machine learning. This book’s extensive collection of case studies (drawn from medicine, education, sociology, linguistics, and more) and gentle explanations of the math behind dozens of algorithms provide a comprehensive yet accessible look at how geometry shapes the algorithms that drive data analysis. In addition to gaining a deeper understanding of how to implement geometry-based algorithms with code, you’ll explore: Supervised and unsupervised learning algorithms and their application to network data analysis The way distance metrics and dimensionality reduction impact machine learning How to visualize, embed, and analyze survey and text data with topology-based algorithms New approaches to computational solutions, including distributed computing and quantum algorithms
Investigations In Number Data And Space The Shape Of The Data Statistics
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Author :
language : en
Publisher:
Release Date :
Investigations In Number Data And Space The Shape Of The Data Statistics written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on with categories.
The Shape Of The Data
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Author :
language : en
Publisher:
Release Date : 1998
The Shape Of The Data written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1998 with Mathematics categories.
The Shape Of The Data
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Author : TERC (Firm)
language : en
Publisher:
Release Date : 1998
The Shape Of The Data written by TERC (Firm) and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1998 with Mathematics categories.
Functional And Shape Data Analysis
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Author : Anuj Srivastava
language : en
Publisher: Springer
Release Date : 2016-10-03
Functional And Shape Data Analysis written by Anuj Srivastava and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2016-10-03 with Mathematics categories.
This textbook for courses on function data analysis and shape data analysis describes how to define, compare, and mathematically represent shapes, with a focus on statistical modeling and inference. It is aimed at graduate students in analysis in statistics, engineering, applied mathematics, neuroscience, biology, bioinformatics, and other related areas. The interdisciplinary nature of the broad range of ideas covered—from introductory theory to algorithmic implementations and some statistical case studies—is meant to familiarize graduate students with an array of tools that are relevant in developing computational solutions for shape and related analyses. These tools, gleaned from geometry, algebra, statistics, and computational science, are traditionally scattered across different courses, departments, and disciplines; Functional and Shape Data Analysis offers a unified, comprehensive solution by integrating the registration problem into shape analysis, better preparing graduate students for handling future scientific challenges. Recently, a data-driven and application-oriented focus on shape analysis has been trending. This text offers a self-contained treatment of this new generation of methods in shape analysis of curves. Its main focus is shape analysis of functions and curves—in one, two, and higher dimensions—both closed and open. It develops elegant Riemannian frameworks that provide both quantification of shape differences and registration of curves at the same time. Additionally, these methods are used for statistically summarizing given curve data, performing dimension reduction, and modeling observed variability. It is recommended that the reader have a background in calculus, linear algebra, numerical analysis, and computation.
Abacus Year 4 Shape Data And Measures
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Author : Harcourt Education
language : en
Publisher: Ginn
Release Date : 2005-07
Abacus Year 4 Shape Data And Measures written by Harcourt Education and has been published by Ginn this book supported file pdf, txt, epub, kindle and other format this book has been release on 2005-07 with categories.
Shape Data And Measures 6
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Author : Ruth Merttens
language : en
Publisher: Ginn
Release Date : 2001-02
Shape Data And Measures 6 written by Ruth Merttens and has been published by Ginn this book supported file pdf, txt, epub, kindle and other format this book has been release on 2001-02 with Education categories.
This textbook allows independent practice of mathematical skills. It presents the concepts at an appropriate reading level. Activities with an investigative or process-skill focus encourage creative and mathematical thinking. Problem-solving is included.
The Shape Of Data In Digital Humanities
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Author : Julia Flanders
language : en
Publisher: Routledge
Release Date : 2018-11-02
The Shape Of Data In Digital Humanities written by Julia Flanders and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-11-02 with Language Arts & Disciplines categories.
Data and its technologies now play a large and growing role in humanities research and teaching. This book addresses the needs of humanities scholars who seek deeper expertise in the area of data modeling and representation. The authors, all experts in digital humanities, offer a clear explanation of key technical principles, a grounded discussion of case studies, and an exploration of important theoretical concerns. The book opens with an orientation, giving the reader a history of data modeling in the humanities and a grounding in the technical concepts necessary to understand and engage with the second part of the book. The second part of the book is a wide-ranging exploration of topics central for a deeper understanding of data modeling in digital humanities. Chapters cover data modeling standards and the role they play in shaping digital humanities practice, traditional forms of modeling in the humanities and how they have been transformed by digital approaches, ontologies which seek to anchor meaning in digital humanities resources, and how data models inhabit the other analytical tools used in digital humanities research. It concludes with a glossary chapter that explains specific terms and concepts for data modeling in the digital humanities context. This book is a unique and invaluable resource for teaching and practising data modeling in a digital humanities context.
The Shape Of Data In Digital Humanities
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Author : Julia Flanders
language : en
Publisher:
Release Date : 2018
The Shape Of Data In Digital Humanities written by Julia Flanders and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018 with Art, Modern categories.
"Data and its technologies now play a large and growing role in humanities research and teaching. This book addresses the needs of humanities scholars who seek deeper expertise in the area of data modeling and representation. The authors, all experts in digital humanities, offer a clear explanation of key technical principles, a grounded discussion of case studies, and an exploration of important theoretical concerns. The book opens with an orientation, giving the reader a history of data modeling in the humanities and a grounding in the technical concepts necessary to understand and engage with the second part of the book. The second part of the book is a wide-ranging exploration of topics central for a deeper understanding of data modeling in digital humanities. Chapters cover data modeling standards and the role they play in shaping digital humanities practice, traditional forms of modeling in the humanities and how they have been transformed by digital approaches, ontologies which seek to anchor meaning in digital humanities resources, and how data models inhabit the other analytical tools used in digital humanities research. It concludes with a glossary chapter that explains specific terms and concepts for data modeling in the digital humanities context. This book is a unique and invaluable resource for teaching and practising data modeling in a digital humanities context."--Provided by publisher.
Statistics
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Author : Susan Jo Russell
language : en
Publisher:
Release Date : 1989
Statistics written by Susan Jo Russell and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1989 with Mathematical statistics categories.
For teaching elementary and middle school students how to collect and analyze real world data.