Author: Marc Peter Deisenroth
Publisher: Cambridge University Press
ISBN: 1108569323
Category : Computers
Languages : en
Pages : 392
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Book Description
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.
Author: Stanley Rabinowitz
Publisher: MathPro Press
ISBN: 9780962640117
Category : Mathematics
Languages : en
Pages : 554
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Book Description
A compendium of over 5,000 problems with subject, keyword, author and citation indexes.
Author: Sanjoy Mahajan
Publisher: MIT Press
ISBN: 0262265591
Category : Education
Languages : en
Pages : 152
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Book Description
An antidote to mathematical rigor mortis, teaching how to guess answers without needing a proof or an exact calculation. In problem solving, as in street fighting, rules are for fools: do whatever works—don't just stand there! Yet we often fear an unjustified leap even though it may land us on a correct result. Traditional mathematics teaching is largely about solving exactly stated problems exactly, yet life often hands us partly defined problems needing only moderately accurate solutions. This engaging book is an antidote to the rigor mortis brought on by too much mathematical rigor, teaching us how to guess answers without needing a proof or an exact calculation. In Street-Fighting Mathematics, Sanjoy Mahajan builds, sharpens, and demonstrates tools for educated guessing and down-and-dirty, opportunistic problem solving across diverse fields of knowledge—from mathematics to management. Mahajan describes six tools: dimensional analysis, easy cases, lumping, picture proofs, successive approximation, and reasoning by analogy. Illustrating each tool with numerous examples, he carefully separates the tool—the general principle—from the particular application so that the reader can most easily grasp the tool itself to use on problems of particular interest. Street-Fighting Mathematics grew out of a short course taught by the author at MIT for students ranging from first-year undergraduates to graduate students ready for careers in physics, mathematics, management, electrical engineering, computer science, and biology. They benefited from an approach that avoided rigor and taught them how to use mathematics to solve real problems. Street-Fighting Mathematics will appear in print and online under a Creative Commons Noncommercial Share Alike license.
Author:
Publisher: Dorrance Publishing
ISBN: 1434953769
Category :
Languages : en
Pages : 312
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Book Description
Author: Michael C. Crosbie
Publisher: Walter de Gruyter
ISBN: 3034608705
Category : Architecture
Languages : en
Pages : 304
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Book Description
Pelli Clarke Pelli, founded in 1977 by Cesar Pelli, is an architectural office of worldwide renown. They are known in particular for their elegant and technically advanced tower designs. These are usually characterized by taut, seamless envelopes without exposed profiles – their visual structure is achieved by subtly staggered forms or variations in the color or materiality of the façade glazing. The unusual offi ce structure of Pelli Clarke Pelli informs the work: an almost craft-like perception of architectural design and a close personal relation with the client are typical for their approach. A model-making workshop within the offi ce helps to fi nd the appropriate form. Many projects also fulfi l urbanistic roles: They create urban spaces or act as iconic landmarks within the city fabric. The publication encompasses a selection of works from the past eight years. Amongst the documented projects are Bloomberg Tower in New York, Minneapolis Central Library, Transbay Transit Center in San Francisco, National Museum of Art in Osaka, Xiao Bai Lo Tower in Tianjin and Torre Cajasol in Sevilla.
Author: Eli Maor
Publisher: Princeton University Press
ISBN: 0691196885
Category : Mathematics
Languages : en
Pages : 284
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Book Description
Frontmatter --Contents --List of Color Plates --Preface --Prologue: Cambridge, England, 1993 --1. Mesopotamia, 1800 BCE --Sidebar 1: Did the Egyptians Know It? --2. Pythagoras --3. Euclid's Elements --Sidebar 2: The Pythagorean Theorem in Art, Poetry, and Prose --4. Archimedes --5. Translators and Commentators, 500-1500 CE --6. François Viète Makes History --7. From the Infinite to the Infinitesimal --Sidebar 3: A Remarkable Formula by Euler --8. 371 Proofs, and Then Some --Sidebar 4: The Folding Bag --Sidebar 5: Einstein Meets Pythagoras --Sidebar 6: A Most Unusual Proof --9. A Theme and Variations --Sidebar 7: A Pythagorean Curiosity --Sidebar 8: A Case of Overuse --10. Strange Coordinates --11. Notation, Notation, Notation --12. From Flat Space to Curved Spacetime --Sidebar 9: A Case of Misuse --13. Prelude to Relativity --14. From Bern to Berlin, 1905-1915 --Sidebar 10: Four Pythagorean Brainteasers --15. But Is It Universal? --16. Afterthoughts --Epilogue: Samos, 2005 --Appendixes --Chronology --Bibliography --Illustrations Credits --Index.
Author: Arvind Gupta
Publisher: Scholastic India Pvt Limited
ISBN: 9789351030058
Category : Fiction
Languages : en
Pages : 0
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Book Description
Get the junk out of the trunk and fashion it into cool toys that promise endless hours of fun. Create over 50 toys- a cool stick figure from ice cream sticks, a snazzy goody bag from an old plastic bottle, a simple spoon propeller from plastic spoons and even a complicated water turbine from a water bottle and drinking straws. All out of readily available material. The step-by-step instructions and simple and clear illustrations make this a handy book to have at home to tide over long vacations.
Author: Theodore Annemann
Publisher: Courier Corporation
ISBN: 0486156613
Category : Games & Activities
Languages : en
Pages : 331
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Book Description
Outstanding collection of nearly 200 crowd-pleasing mental magic feats requiring no special equipment. Author offers insider's tips and expert advice on techniques, presentation, diversions, patter, staging, more.
Author: Herbert Reaske
Publisher: Simon and Schuster
ISBN: 067100977X
Category :
Languages : en
Pages : 675
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Book Description
Author: Laura Coia
Publisher: C&T Publishing Inc
ISBN: 1617459267
Category : Crafts & Hobbies
Languages : en
Pages : 67
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Book Description
Learn quilting basics from a YouTube sensation and practice your skills with 12 fun projects suitable for all skill levels. Her instructional videos have inspired thousands to start sewing. Now for the first time, sew-lebrity Laura Coia shares written patterns for the most loved video tutorials on her “Sew Very Easy” YouTube channel! Learn the basics of quilt making, from cutting and pressing to borders and finishing. Then practice your skills with a dozen beautiful projects—quilts you’ll come back to time and time again—all suitable for beginners and beyond.
