Mathematics for Machine Learning PDF Download
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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:
Publisher: Barbakam
ISBN: 0978534425
Category : Science
Languages : en
Pages : 7
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Book Description
Author: Marc Peter Deisenroth
Publisher: Cambridge University Press
ISBN: 1108569323
Category : Computers
Languages : en
Pages : 392
Get Book Here
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: Mickey Gill
Publisher: Fine Print Publishing
ISBN: 9781892951823
Category : Juvenile Nonfiction
Languages : en
Pages :
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Book Description
Tween boys diary with large graphic smashing tasks and questions.
Author: Gail Boushey
Publisher: Stenhouse Publishers
ISBN: 1571109749
Category : Education
Languages : en
Pages : 211
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Book Description
The Daily 5, Second Edition retains the core literacy components that made the first edition one of the most widely read books in education and enhances these practices based on years of further experience in classrooms and compelling new brain research. The Daily 5 provides a way for any teacher to structure literacy (and now math) time to increase student independence and allow for individualized attention in small groups and one-on-one. Teachers and schools implementing the Daily 5 will do the following: Spend less time on classroom management and more time teaching Help students develop independence, stamina, and accountability Provide students with abundant time for practicing reading, writing, and math Increase the time teachers spend with students one-on-one and in small groups Improve schoolwide achievement and success in literacy and math. The Daily 5, Second Edition gives teachers everything they need to launch and sustain the Daily 5, including materials and setup, model behaviors, detailed lesson plans, specific tips for implementing each component, and solutions to common challenges. By following this simple and proven structure, teachers can move from a harried classroom toward one that hums with productive and engaged learners. What's new in the second edition: Detailed launch plans for the first three weeks Full color photos, figures, and charts Increased flexibility regarding when and how to introduce each Daily 5 choice New chapter on differentiating instruction by age and stamina Ideas about how to integrate the Daily 5 with the CAFE assessment system New chapter on the Math Daily 3 structure
Author: Howard M. Kanare
Publisher:
ISBN:
Category : Literary Criticism
Languages : en
Pages : 168
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Book Description
Describes in general how scientists can use handwritten research notebooks as a tool to record their research in progress, and in particular the legal protocols for industrial scientists to handwrite their research in progress so they can establish priority of invention in case a patent suit arises.
Author: Peter Lerangis
Publisher: Open Road Media
ISBN: 1453248250
Category : Juvenile Fiction
Languages : en
Pages : 128
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Book Description
DIVSomething is wrong in Lab 6—what are Sam’s parents hiding? /divDIV/divDIVSam Hughes has always been too smart for his own good. It’s in his genes—both his parents are scientists who specialize in artificial intelligence—and sometimes it gets him into trouble. Sick of the bully who always steals his computer homework, Sam gives him a disk laced with a virus as a prank. To escape the bully’s wrath, Sam runs and hides in his parents’ lab./divDIV /divDIVInside, Sam hears a voice calling to him from behind a locked door labeled “Lab 6.” His parents are in there, and though he can hear them, he doesn’t understand what they’re talking about. Are his parents hiding a body in their lab? Something strange is going on, and Sam knows the answers lie somewhere in Lab 6./divDIV /divDIVThis ebook features an illustrated biography of Peter Lerangis including rare photos and never-before-seen documents from the author’s personal collection./divDIV /divDIV/div
Author: Jamie Harrington
Publisher: Simon and Schuster
ISBN: 1440595054
Category : Juvenile Nonfiction
Languages : en
Pages : 391
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Book Description
Make your home feel like Hogwarts with these creative Harry Potter-themed crafts, perfect for the whole family! Charming crafts even Muggles can make! You won't need alchemy or a magic wand to make these 30 magical projects inspired by the world of Harry Potter. With a little Hogwarts creativity and the step-by-step guidance of this spellbinding book, you'll be able to transfigurate simple supplies and things around the house into everything from Remembrall Rings to Butterbeer Lip Balm to Nargles for your front lawn. You'll be as busy as Mrs. Weasley knitting her Christmas sweaters as you dive into dozens of Potterific projects. Relive the excitement of Harry's adventures with these genius crafts. Drop some homemade Pgymy Puff Bath Fizzies into the tub and pretend you're Moaning Myrtle. Keep memories of the Quidditch pitch close with your very own Golden Snitch Necklace. Or show off the Sorting Hat's selection with a House Colors Tie-Dye Shirt. Accio, crafting supplies--it's time for some wonderful wizardly fun!
Author: RH Disney Staff
Publisher: Random House Reference
ISBN: 9780375701658
Category : Reference
Languages : en
Pages : 100
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Book Description
The perfect option for students - a dictionary designed to fit right into a loose-leaf binder. Ideal for middle school, high school and college students, Random House Webster's Student Notebook Dictionary is handy, hole-punched and makes the perfect companion to Random House Webster's Student Notebook Thesaurus. It is an essential reference for any student, and includes: Over 46,000 up-to-date entries Important "New Words" Usage and pronunciation notes Spelling and punctuation rules Math & science formulas Periodic table of the elements Historic sites of the United States
Author: Random House
Publisher: Random House Reference
ISBN: 9780375721908
Category : Reference
Languages : en
Pages : 132
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Book Description
With more than 100,000 synonyms and antonyms, plus more than 400 synonym studies, these references also include a handy guide for writers.
Author: Random House (Firm)
Publisher: Random House Reference
ISBN: 9780375722288
Category : Reference
Languages : en
Pages : 148
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Book Description
Stock up for Back-to-School •The core vocabulary students need •Over 56,000 easy-to-read definitions for students at all levels •All-new test reference section provided byThe Princeton Review
