Mathematics for Machine Learning

Mathematics for Machine Learning
Author: Marc Peter Deisenroth
Publisher: Cambridge University Press
Total Pages: 392
Release: 2020-04-23
Genre: Computers
ISBN: 1108569323

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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.

Flipped

Flipped
Author: Wendelin Van Draanen
Publisher: Ember
Total Pages: 259
Release: 2003-05-13
Genre: Young Adult Fiction
ISBN: 0375825444

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A classic he-said-she-said romantic comedy! This updated anniversary edition offers story-behind-the-story revelations from author Wendelin Van Draanen. The first time she saw him, she flipped. The first time he saw her, he ran. That was the second grade, but not much has changed by the seventh. Juli says: “My Bryce. Still walking around with my first kiss.” He says: “It’s been six years of strategic avoidance and social discomfort.” But in the eighth grade everything gets turned upside down: just as Bryce is thinking that there’s maybe more to Juli than meets the eye, she’s thinking that he’s not quite all he seemed. This is a classic romantic comedy of errors told in alternating chapters by two fresh, funny voices. The updated anniversary edition contains 32 pages of extra backmatter: essays from Wendelin Van Draanen on her sources of inspiration, on the making of the movie of Flipped, on why she’ll never write a sequel, and a selection of the amazing fan mail she’s received. Awards and accolades for Flipped: SLJ Top 100 Children’s Novels of all time IRA-CBC Children’s Choice IRA Teacher’s Choice Honor winner, Judy Lopez Memorial Award/WNBA Winner of the California Young Reader Medal “We flipped over this fantastic book, its gutsy girl Juli and its wise, wonderful ending.” — The Chicago Tribune “Van Draanen has another winner in this eighth-grade ‘he-said, she-said’ romance. A fast, funny, egg-cellent winner.” — SLJ, Starred review “With a charismatic leading lady kids will flip over, a compelling dynamic between the two narrators and a resonant ending, this novel is a great deal larger than the sum of its parts.” —Publishers Weekly, Starred review

Introduction to Aircraft Flight Mechanics

Introduction to Aircraft Flight Mechanics
Author: Thomas R. Yechout
Publisher: AIAA
Total Pages: 666
Release: 2003
Genre: Aerodynamics
ISBN: 9781600860782

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Based on a 15-year successful approach to teaching aircraft flight mechanics at the US Air Force Academy, this text explains the concepts and derivations of equations for aircraft flight mechanics. It covers aircraft performance, static stability, aircraft dynamics stability and feedback control.

Incendiary

Incendiary
Author: Chris Cleave
Publisher: Simon and Schuster
Total Pages: 272
Release: 2011-01-11
Genre: Fiction
ISBN: 1451618492

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A tragicomic open letter to Osama Bin Laden from a young London woman whose husband and son are killed in a terrorist attack on a soccer stadium.

The Ugly Truth

The Ugly Truth
Author: Jeff Kinney
Publisher: Penguin Books Limited
Total Pages: 217
Release: 2012
Genre: Juvenile Fiction
ISBN: 9780141340821

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Diary of a Wimpy Kid: The Ugly Truth is the massively funny fifth title in the highly-illustrated, bestselling and award-winning Diary of a Wimpy Kid series by Jeff Kinney. Perfect for both boys and girls of 8+, reluctant readers and all the millions of devoted Wimpy Kid fans out there. You can also discover Greg on the big screen in any one of the three Wimpy Kid Movie box office smashes.The massively funny fifth book in the bestselling and award-winning Diary of a Wimpy Kid series.Greg Heffley has always been in a hurry to grow up. But is getting older really all it's cracked up to be?Suddenly Greg is dealing with the pressures of boy-girl parties, increased responsibilities, and even the awkward changes that come with getting older. And after a fight with his best friend Rowley, it looks like Greg is going to have to face the "ugly truth" all by himself . . .Praise for Jeff Kinney and the Diary of a Wimpy Kid series:'The world has gone crazy for Jeff Kinney's Diary of a Wimpy Kid series' - Sun'Kinney is right up there with J K Rowling as one of the bestselling children's authors on the planet' - Independent'Hilarious!' - Sunday Telegraph'The most hotly anticipated children's book of the year is here - Diary of a Wimpy Kid' - The Big IssueAs well as being an international bestselling author, Jeff Kinney is also an online developer and designer. He is the creator of the children's virtual world, poptropica where you can also find the Wimpy Kid boardwalk. He was named one of Time magazine's 100 Most Influential People in 2009. He lives with his family in Massachusetts, USA. www.wimpykidclub.co.uk

Problem-Solving Strategies

Problem-Solving Strategies
Author: Arthur Engel
Publisher: Springer Science & Business Media
Total Pages: 404
Release: 2008-01-19
Genre: Mathematics
ISBN: 0387226419

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A unique collection of competition problems from over twenty major national and international mathematical competitions for high school students. Written for trainers and participants of contests of all levels up to the highest level, this will appeal to high school teachers conducting a mathematics club who need a range of simple to complex problems and to those instructors wishing to pose a "problem of the week", thus bringing a creative atmosphere into the classrooms. Equally, this is a must-have for individuals interested in solving difficult and challenging problems. Each chapter starts with typical examples illustrating the central concepts and is followed by a number of carefully selected problems and their solutions. Most of the solutions are complete, but some merely point to the road leading to the final solution. In addition to being a valuable resource of mathematical problems and solution strategies, this is the most complete training book on the market.

Spin

Spin
Author: Robert Charles Wilson
Publisher: Tor Books
Total Pages: 468
Release: 2010-07-01
Genre: Fiction
ISBN: 1429915439

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From the author of Axis and Vortex, the first Hugo Award-winning novel in the environmental apocalyptic Spin Trilogy... One night in October when he was ten years old, Tyler Dupree stood in his back yard and watched the stars go out. They all flared into brilliance at once, then disappeared, replaced by a flat, empty black barrier. He and his best friends, Jason and Diane Lawton, had seen what became known as the Big Blackout. It would shape their lives. The effect is worldwide. The sun is now a featureless disk--a heat source, rather than an astronomical object. The moon is gone, but tides remain. Not only have the world's artificial satellites fallen out of orbit, their recovered remains are pitted and aged, as though they'd been in space far longer than their known lifespans. As Tyler, Jason, and Diane grow up, space probe reveals a bizarre truth: The barrier is artificial, generated by huge alien artifacts. Time is passing faster outside the barrier than inside--more than a hundred million years per day on Earth. At this rate, the death throes of the sun are only about forty years in our future. Jason, now a promising young scientist, devotes his life to working against this slow-moving apocalypse. Diane throws herself into hedonism, marrying a sinister cult leader who's forged a new religion out of the fears of the masses. Earth sends terraforming machines to Mars to let the onrush of time do its work, turning the planet green. Next they send humans...and immediately get back an emissary with thousands of years of stories to tell about the settling of Mars. Then Earth's probes reveal that an identical barrier has appeared around Mars. Jason, desperate, seeds near space with self-replicating machines that will scatter copies of themselves outward from the sun--and report back on what they find. Life on Earth is about to get much, much stranger. At the Publisher's request, this title is being sold without Digital Rights Management Software (DRM) applied.

The Revolution That Wasn't

The Revolution That Wasn't
Author: Spencer Jakab
Publisher: Penguin
Total Pages: 321
Release: 2022-02-01
Genre: Business & Economics
ISBN: 0593421159

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"The saga of GameStop and other meme stocks is revealed with the skill of a thrilling whodunit. Jakab writes with an anti-Midas touch. If he touched gold, he would bring it to life." --Burton G. Malkiel, author of A Random Walk Down Wall Street From Wall Street Journal columnist Spencer Jakab, the real story of the GameStop squeeze—and the surprising winners of a rigged game. During one crazy week in January 2021, a motley crew of retail traders on Reddit’s r/wallstreetbets forum had seemingly done the impossible—they had brought some of the biggest, richest players on Wall Street to their knees. Their weapon was GameStop, a failing retailer whose shares briefly became the most-traded security on the planet and the subject of intense media coverage. The Revolution That Wasn’t is the riveting story of how the meme stock squeeze unfolded, and of the real architects (and winners) of the GameStop rally. Drawing on his years as a stock analyst at a major bank, Jakab exposes technological and financial innovations such as Robinhood’s habit-forming smartphone app as ploys to get our dollars within the larger story of evolving social and economic pressures. The surprising truth? What appeared to be a watershed moment—a revolution that stripped the ultra-powerful hedge funds of their market influence, placing power back in the hands of everyday investors—only tilted the odds further in the house’s favor. Online brokerages love to talk about empowerment and “democratizing finance” while profiting from the mistakes and volatility created by novice investors. In this nuanced analysis, Jakab shines a light on the often-misunderstood profit motives and financial mechanisms to show how this so-called revolution is, on balance, a bonanza for Wall Street. But, Jakab argues, there really is a way for ordinary investors to beat the pros: by refusing to play their game.

All Souls' Rising

All Souls' Rising
Author: Madison Smartt Bell
Publisher: Vintage
Total Pages: 582
Release: 2008-09-30
Genre: Fiction
ISBN: 0307472507

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"A serious historical novel that reads like a dream." --The Washington Post Book World "One of the most spohisticated fictional treatments of the enduring themes of class, color, and freedom." --San Francisco Chronicle NATIONAL BOOK AWARD FINALIST PEN/FAULKNER AWARD FINALIST This first installment of the epic Haitian trilogy brings to life a decisive moment in the history of race, class, and colonialism. The slave uprising in Haiti was a momentous contribution to the tide of revolution that swept over the Western world at the end of the 1700s. A brutal rebellion that strove to overturn a vicious system of slavery, the uprising successfully transformed Haiti from a European colony to the world’s first Black republic. From the center of this horrific maelstrom, the heroic figure of Toussaint Louverture–a loyal, literate slave and both a devout Catholic and Vodouisant–emerges as the man who will take the merciless fires of violence and vengeance and forge a revolutionary war fueled by liberty and equality. Bell assembles a kaleidoscopic portrait of this seminal movement through a tableau of characters that encompass black, white, male, female, rich, poor, free and enslaved. Pulsing with brilliant detail, All Soul’s Rising provides a visceral sense of the pain, terror, confusion, and triumph of revolution.

'Hamlet' Without Hamlet

'Hamlet' Without Hamlet
Author: Margreta de Grazia
Publisher: Cambridge University Press
Total Pages: 16
Release: 2007-01-11
Genre: Literary Criticism
ISBN: 0521870259

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A study tracing the impact and evolution of Shakespeare's Hamlet.