Download or read book Mathematics for Machine Learning written by Marc Peter Deisenroth and published by Cambridge University Press. This book was released on 2020-04-23 with total page 392 pages. Available in PDF, EPUB and Kindle. Book excerpt: The fundamental mathematical tools needed to understand machine learning include linear algebra, analytic geometry, matrix decompositions, vector calculus, optimization, probability and statistics. These topics are traditionally taught in disparate courses, making it hard for data science or computer science students, or professionals, to efficiently learn the mathematics. This self-contained textbook bridges the gap between mathematical and machine learning texts, introducing the mathematical concepts with a minimum of prerequisites. It uses these concepts to derive four central machine learning methods: linear regression, principal component analysis, Gaussian mixture models and support vector machines. For students and others with a mathematical background, these derivations provide a starting point to machine learning texts. For those learning the mathematics for the first time, the methods help build intuition and practical experience with applying mathematical concepts. Every chapter includes worked examples and exercises to test understanding. Programming tutorials are offered on the book's web site.
Download or read book Book Design Made Simple written by Fiona Raven and published by . This book was released on 2017 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Book Design Made Simple gives DIY authors, small presses, and graphic designers--novices and experts alike--the power to design their own books. It's the first comprehensive book of its kind, explaining every step from installing Adobe(R) InDesign(R) right through to sending the files to press. For those who want to design their own books but have little idea how to proceed, Book Design Made Simple is a semester of book design instruction plus a publishing class rolled into one. Let two experts guide you through the process with easy step-by-step instructions, resulting in a professional-looking top-quality book
Download or read book Foundations of Data Science written by Avrim Blum and published by Cambridge University Press. This book was released on 2020-01-23 with total page 433 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides an introduction to the mathematical and algorithmic foundations of data science, including machine learning, high-dimensional geometry, and analysis of large networks. Topics include the counterintuitive nature of data in high dimensions, important linear algebraic techniques such as singular value decomposition, the theory of random walks and Markov chains, the fundamentals of and important algorithms for machine learning, algorithms and analysis for clustering, probabilistic models for large networks, representation learning including topic modelling and non-negative matrix factorization, wavelets and compressed sensing. Important probabilistic techniques are developed including the law of large numbers, tail inequalities, analysis of random projections, generalization guarantees in machine learning, and moment methods for analysis of phase transitions in large random graphs. Additionally, important structural and complexity measures are discussed such as matrix norms and VC-dimension. This book is suitable for both undergraduate and graduate courses in the design and analysis of algorithms for data.
Download or read book Numerical Algorithms written by Justin Solomon and published by CRC Press. This book was released on 2015-06-24 with total page 400 pages. Available in PDF, EPUB and Kindle. Book excerpt: Numerical Algorithms: Methods for Computer Vision, Machine Learning, and Graphics presents a new approach to numerical analysis for modern computer scientists. Using examples from a broad base of computational tasks, including data processing, computational photography, and animation, the textbook introduces numerical modeling and algorithmic desig
Download or read book Signs and Symbols written by Adrian Frutiger and published by . This book was released on 1998 with total page 372 pages. Available in PDF, EPUB and Kindle. Book excerpt: Discusses the elements of a sign, and looks at pictograms, alphabets, calligraphy, monograms, text type, numerical signs, symbols, and trademarks.
Download or read book Wise Blood written by Flannery O'Connor and published by Wyatt North Publishing, LLC. This book was released on 1980 with total page 189 pages. Available in PDF, EPUB and Kindle. Book excerpt: Flannery O'Connor (1925-1964) was an American author. Wise Blood was her first novel and one of her most famous works.
Download or read book Mules and Men written by Zora Neale Hurston and published by Harper Collins. This book was released on 2009-10-13 with total page 372 pages. Available in PDF, EPUB and Kindle. Book excerpt: Zora Neale Hurston brings us Black America’s folklore as only she can, putting the oral history on the written page with grace and understanding. This new edition of Mules and Men features a new cover and a P.S. section which includes insights, interviews, and more. For the student of cultural history, Mules and Men is a treasury of Black America’s folklore as collected by Zora Neale Hurston, the storyteller and anthropologist who grew up hearing the songs and sermons, sayings and tall tales that have formed and oral history of the South since the time of slavery. Set intimately within the social context of Black life, the stories, “big old lies,” songs, voodoo customs, and superstitions recorded in these pages capture the imagination and bring back to life the humor and wisdom that is the unique heritage of Black Americans.
Download or read book Paper Engineering and Pop ups For Dummies written by Rob Ives and published by John Wiley & Sons. This book was released on 2009-03-03 with total page 283 pages. Available in PDF, EPUB and Kindle. Book excerpt: Paper Engineering & Pop-ups For Dummies covers a wide range of projects, from greeting cards to freestanding models. Easy-to-follow, step-by-step instructions and dozens of accompanying diagrams help readers not only to complete the diverse projects in the book, but also master the skills necessary to apply their own creativity and create new projects, beyond the book's pages.
Download or read book Energy Value of Foods written by Annabel Laura Merrill and published by . This book was released on 1955 with total page 126 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Download or read book Introduction to Analytic Number Theory written by Tom M. Apostol and published by Springer Science & Business Media. This book was released on 2013-06-29 with total page 352 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This book is the first volume of a two-volume textbook for undergraduates and is indeed the crystallization of a course offered by the author at the California Institute of Technology to undergraduates without any previous knowledge of number theory. For this reason, the book starts with the most elementary properties of the natural integers. Nevertheless, the text succeeds in presenting an enormous amount of material in little more than 300 pages."-—MATHEMATICAL REVIEWS
Download or read book Out Of Africa written by Isak Dinesen and published by Harper Collins. This book was released on 2014-06-03 with total page 408 pages. Available in PDF, EPUB and Kindle. Book excerpt: In Out of Africa, author Isak Dinesen takes a wistful and nostalgic look back on her years living in Africa on a Kenyan coffee plantation. Recalling the lives of friends and neighbours—both African and European—Dinesen provides a first-hand perspective of colonial Africa. Through her obvious love of both the landscape and her time in Africa, Dinesen’s meditative writing style deeply reflects the themes of loss as her plantation fails and she returns to Europe. HarperTorch brings great works of non-fiction and the dramatic arts to life in digital format, upholding the highest standards in ebook production and celebrating reading in all its forms. Look for more titles in the HarperTorch collection to build your digital library.
Download or read book On the Origin of Species Illustrated written by Charles Darwin and published by . This book was released on 2020-12-04 with total page 769 pages. Available in PDF, EPUB and Kindle. Book excerpt: On the Origin of Species (or, more completely, On the Origin of Species by Means of Natural Selection, or the Preservation of Favoured Races in the Struggle for Life),[3] published on 24 November 1859, is a work of scientific literature by Charles Darwin which is considered to be the foundation of evolutionary biology.[4] Darwin's book introduced the scientific theory that populations evolve over the course of generations through a process of natural selection. It presented a body of evidence that the diversity of life arose by common descent through a branching pattern of evolution. Darwin included evidence that he had gathered on the Beagle expedition in the 1830s and his subsequent findings from research, correspondence, and experimentation.
Download or read book English collocations in use advanced how words work together for fluent and natural English self study and classroom use written by Felicity O'Dell and published by . This book was released on 2011 with total page 188 pages. Available in PDF, EPUB and Kindle. Book excerpt: Collocations are combinations of words which frequently appear together. Using them makes your English sound more natural.
Download or read book Corps of Engineers Wetlands Delineation Manual written by U. S. Army Corps Of Engineers and published by . This book was released on 2013 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:
Download or read book Aircraft Structures for Engineering Students written by Thomas Henry Gordon Megson and published by Hodder Education. This book was released on 1990 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a self-contained course in aircraft structures which contains not only the fundamentals of elasticity and aircraft structural analysis but also the associated topics of airworthiness and aeroelasticity.
Download or read book British Books written by and published by . This book was released on 1911 with total page 924 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Download or read book The Publishers Circular and Booksellers Record written by and published by . This book was released on 1911 with total page 912 pages. Available in PDF, EPUB and Kindle. Book excerpt: