Optimization for Machine Learning

For many engineering problems we require optimization processes with dynamic adaptation as we aim to establish the dimension of the search space where the optimum solution resides and develop robust t

The interplay between optimization and machine learning is one of the most importantdevelopments in modern computational science. Optimization formulations and methods are proving tobe vital in design

This volume presents a comprehensive treatment of Riemannian geometry as a mathematical and computational framework for many problems in machine learning, statistics, optimization, and computer vision

Learning to spell really can be fun, especially when you have an amazing Spelling Machine, a 2-book series for preschoolers ages 4-6 to learn spelling and start to read. Within each scene there are five objects to find and learn to spell. Flip out your magical spelling machine contained inside the book, dial in the letters of each word and lift the flap to check your answer!※無音檔英文學習遊戲書有了spelling machine的神奇轉盤，拼單字，也可以變得超級有趣！全新包裝，內容再升級知名親子叢書作家廖彩杏推薦：“ Spelling Machine：Make Spelling Fun！”是一本寓教於樂的遊戲書，讓孩子從小小的拼字遊戲，得到樂趣。本套書以「度假」為主題，分6大場景，共收錄30個常用英文單字。在不同場景，小朋友要先動手動眼，找一找不同物件在哪裡？並學會認識這些物件的英文，學會認字後，用前方的轉盤練習拼字。剛開始認字、學習自然發音的小讀者，都能從遊戲中開心學習！ 【玩法說明】1.第一步，先把紅圈順時針轉到「start」處。2.假設今天要讓孩子熟悉crab的拼法，就先大聲念出crab，讓孩子聽聽看，這個單字，是由哪些字母所組成的。3.現在要拼出crab，就把第一個字母c，順時針轉到start處。4.再把第二個字母r，撥到start處，接下來的字母以此類推。5.最後.恭喜，完成了！請孩子打開翻頁機關確認答案，看到「crab」了嗎？ 是不是好像變魔術一樣，好神奇呢？拼字，也可以這麼有趣！

Master alternative Big Data technologies that can do what Hadoop can't: real-time analytics and iterative machine learning. When most technical professionals think of Big Data analytics today, th

Many problems in the sciences and engineering can be rephrased as optimization problems on matrix search spaces endowed with a so-called manifold structure. This book shows how to exploit the special

New edition of a graduate-level textbook on that focuses on online convex optimization, a machine learning framework that views optimization as a process.In many practical applications, the environment is so complex that it is not feasible to lay out a comprehensive theoretical model and use classical algorithmic theory and/or mathematical optimization. Introduction to Online Convex Optimization presents a robust machine learning approach that contains elements of mathematical optimization, game theory, and learning theory: an optimization method that learns from experience as more aspects of the problem are observed. This view of optimization as a process has led to some spectacular successes in modeling and systems that have become part of our daily lives. Based on the “Theoretical Machine Learning” course taught by the author at Princeton University, the second edition of this widely used graduate level text features:Thoroughly updated material throughoutNew chapters on boosting, ad

Optimization techniques are at the core of data science, including data analysis and machine learning. An understanding of basic optimization techniques and their fundamental properties provides important grounding for students, researchers, and practitioners in these areas. This text covers the fundamentals of optimization algorithms in a compact, self-contained way, focusing on the techniques most relevant to data science. An introductory chapter demonstrates that many standard problems in data science can be formulated as optimization problems. Next, many fundamental methods in optimization are described and analyzed, including: gradient and accelerated gradient methods for unconstrained optimization of smooth (especially convex) functions; the stochastic gradient method, a workhorse algorithm in machine learning; the coordinate descent approach; several key algorithms for constrained optimization problems; algorithms for minimizing nonsmooth functions arising in data science; found

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 cha

Building on Handbook of Machine Learning - Volume 1: Foundation of Artificial Intelligence, this volume on Optimization and Decision Making covers a range of algorithms and their applications. Like th

This book not only discusses the important topics in the area of machine learning and combinatorial optimization, it also combines them into one. This was decisive for choosing the material to be incl

Reactive Search integrates sub-symbolic machine learning techniques into search heuristics for solving complex optimization problems. By automatically adjusting the working parameters, a reactive sea

風靡全球的兒少／成人科普繪本物理學家也讚嘆，量子物理原來可以這樣理解！★獲獎紀錄豐富－2018年英國少年雜誌最佳兒童設計／圖書銀獎 (Silver for Best Designed/Illustrated Book for Children)－2018年英國圖書設計與製作獎 (British Book Design and Production Awards)－入圍2019美國科學促進會／速霸陸汽車公司頒發的科學圖書優等獎（中級科學圖書類）(the 2019 AAAS/Subaru SB&F Prize for Excellence in Science Books (Middle Grades Science Book category))－獲選為「速霸陸愛學習計畫」(Subaru Loves Learning Program) 教材圖書，被開發為免費教材在全美進行推廣－獲選第79梯次「好書大家讀」 優良少年兒童讀物★各國爭相出版西班牙文、英文、法文、義大利文、德文、簡體中文、韓文、俄文等多種語言版本陸續出版，深受各國讀者喜愛。★亞馬遜網路書店評價 4.7 顆星，盛讚如潮！「圖畫可愛有趣，文字清晰易讀，作為一名科學家，我發現了以前我不知道的事情。」──亞馬遜讀者 5 星評論「如果你想讓孩子變聰明，這本書是必須的！」──亞馬遜 5 星評論★當當網好評率100%，點讚數直逼2萬！「不要低估小學生的理解力，我家那位竟然看得津津有味，還說要去查查普朗克是如何攻克什麼的，總之把老母親哄得一愣一愣，這本書他非常喜歡。」──當當網 10 星評論「這本書每一頁都有愛因斯坦老師給孩子講一些物理知識，兒子卡住不懂的時候會問我，其實我有些知識也是跟他一起讀這本書理解的。」──當當網 10 星評論【本書簡介】我們周圍的一切，包含我們自己，都是由小於奈米的微小顆粒組成。量子物理學是這些粒子的科學，沒有它，我們的電子設備都不存在。量子粒子的特性和行為很奇妙，和我們日常生活中所見的物體完全不同。透過這本豐富的圖解指南，愛因斯坦博士將帶領我們從牛頓的古典物理開始，介紹到普朗克的量子、光的波粒二象性、物質和反物質、量子糾纏、薛丁格的貓……帶你進入神秘又有趣的量子世界。【本書特色】◎獨一無二！量子物理啟蒙繪本量子物理在大多數的成人眼裡好比外星語言，本書卻從兒童的視角出發，把艱澀的原理變得簡

Your home is the perfect place for learning, fun, and sibling bonding!The Happy Learning Book for Siblings features 50 hands-on activities you can conduct in the comfort of your home. They are divided

This book is a standard for a complete description of the methods for unconstrained optimization and the solution ofnonlinear equations....this republication is most welcome and this volume should be

SPELLING MACHINE features a unique wheel mechanism that enables kids to dial letters to spell words. A simple flap hides the word until the child is finished dialing. Lift up the flap to see if the wo

趁著哈洛小森林的動物們正在慶祝著四季的交替和各種重要的節日時，讓我們隨著他們的腳步，一同走進這些活潑的小故事中探險吧！中英對照，讓你 365天都有新鮮有趣的故事。 There^s an adventure for every day of the year, and you can read the stories one at a time or in bunches. If you like

趁著哈洛小森林的動物們正在慶祝著四季的交替和各種重要的節日時，讓我們隨著他們的腳步，一同走進這些活潑的小故事中探險吧！中英對照，讓你365天都有新鮮有趣的故事。 There^s an adventure for every day of the year, and you can read the stories one at a time or in bunches. If you lik

趁著哈洛小森林的動物們正在慶祝著四季的交替和各種重要的節日時，讓我們隨著他們的腳步，一同走進這些活潑的小故事中探險吧！中英對照，讓你365天都有新鮮有趣的故事。 There^s an adventure for every day of the year, and you can read the stories one at a time or in bunches. If you lik

This self-contained introduction to machine learning, designed from the start with engineers in mind, will equip students with everything they need to start applying machine learning principles and algorithms to real-world engineering problems. With a consistent emphasis on the connections between estimation, detection, information theory, and optimization, it includes: an accessible overview of the relationships between machine learning and signal processing, providing a solid foundation for further study; clear explanations of the differences between state-of-the-art techniques and more classical methods, equipping students with all the understanding they need to make informed technique choices; demonstration of the links between information-theoretical concepts and their practical engineering relevance; reproducible examples using Matlab, enabling hands-on student experimentation. Assuming only a basic understanding of probability and linear algebra, and accompanied by lecture slide

A detailed and up-to-date introduction to machine learning, presented through the unifying lens of probabilistic modeling and Bayesian decision theory.This book offers a detailed and up-to-date introduction to machine learning (including deep learning) through the unifying lens of probabilistic modeling and Bayesian decision theory. The book covers mathematical background (including linear algebra and optimization), basic supervised learning (including linear and logistic regression and deep neural networks), as well as more advanced topics (including transfer learning and unsupervised learning). End-of-chapter exercises allow students to apply what they have learned, and an appendix covers notation. Probabilistic Machine Learning grew out of the author’s 2012 book, Machine Learning: A Probabilistic Perspective. More than just a simple update, this is a completely new book that reflects the dramatic developments in the field since 2012, most notably deep learning. In addition, the ne

Perfect for children ages 3-6 who are learning about their feelings, Learning Kindness My Feelings Sticker Book features over 50 reusable, vinyl-cling stickers, a dry-erase marker, and tons of fun activities to help kids explore their emotions.This engaging activity book is packed with puzzles and exercises that teach kids how to understand emotions in themselves and others. Kids can use the stickers with the guided activities to identify and express their feelings, recognize facial expressions and body language, and learn how to regulate their emotions. This book is an excellent tool for parents and educators to deepen conversations with children around social and emotional thinking.

Preschoolers are introduced to core science concepts with this playful format featuring 20 hands-on activities that use everyday household materials, including a vinegar volcano, a hula hoop count, and a kitchen sink or swim experiment. In this fourth book in the Busy Little Hands series, preschoolers get ready for a science adventure! Preschoolers wonder and explore with 20 hands-on experiments using everyday household objects and making daily activities such as snack time and play time into learning opportunities. Each play activity demonstrates a simple principle of physics, earth science, chemistry, or biology, including the Kitchen Sink or Float (demonstrating density), the Vinegar Volcano (pressure) and Blooming Colors (chromatography). Featuring bright, easy-to-follow photos specially designed for pre-readers, this book is packed with learning fun, plus it sets the groundwork for science success in kindergarten and beyond.

獅子在哪裡？咦……不就在……等一下！先別急著說出答案，這個有一點機智、一點幽默、一點無厘頭的故事將告訴你，沒看到最後一頁，別相信什麼眼見為憑！★3~7歲親子共讀，7歲以上自行閱讀【國際好評】★美國全國公共廣播電台（NPR）2014年度選書★美國伊利諾州閱讀協會（Illinois Reads Selection）2015年度選書★柯克斯書評（Kirkus Reviews）、學校圖書館期刊（School Library Journal）、美國兒童圖書中心會刊（Bulletin of the Center for Children's Books）書評推介【同聲推薦】李貞慧（水瓶面面，兒童文學工作者）汪仁雅（「繪本小情歌」版主，兒童文學工作者）許伯琴（「我們家的睡前故事」版主）【故事簡介】一個小男孩正在找獅子。獅子正在找午餐。故事就此展開。但請看仔細……在這個故事裡，一切都和表面上的不一樣！這本別出心裁的繪本，有著出乎意料的劇情，能為孩子們帶來歡笑。【本書特色】★圖文對話，精彩反轉「圖畫書」既是圖文合作下的產物，那麼圖畫與文字之間如何高明地互動、融合、對話，便是一本圖畫書精采的關鍵。《獅子在哪裡》巧妙地運用文字和圖畫營造誤導和反差的氣氛，帶來懸念與幽默的效果，最後的反轉更是令人莞爾，是一本圖文合作絕妙的作品。★對話式情節，親子共讀最佳選擇《獅子在哪裡》全書以對話為主，文字簡單，圖畫生動，富有戲劇化的想像和幽默感，非常適合做為親子共讀的入門書。

"This book identifies the role of digital technology in personalized learning, brings together research in personalized learning with a focus on cognitive, affective and metacogntive functionality of

Throughout history, there has been an intrinsic need for humans to detect deception in other humans. Developed in 1923, the polygraph machine was a tool designed to do just this. To date, there have b

In the last few years, Algorithms for Convex Optimization have revolutionized algorithm design, both for discrete and continuous optimization problems. For problems like maximum flow, maximum matching, and submodular function minimization, the fastest algorithms involve essential methods such as gradient descent, mirror descent, interior point methods, and ellipsoid methods. The goal of this self-contained book is to enable researchers and professionals in computer science, data science, and machine learning to gain an in-depth understanding of these algorithms. The text emphasizes how to derive key algorithms for convex optimization from first principles and how to establish precise running time bounds. This modern text explains the success of these algorithms in problems of discrete optimization, as well as how these methods have significantly pushed the state of the art of convex optimization itself.

Max Meow 1: Cat Crusader (graphic novel)Max Meow 2: Donuts and Danger (graphic novel)Max Meow 3: Pugs from Planet X (graphic novel)Max Meow 4: Taco Time Machine (graphic novel)Max Meow 5: Attack of the ZomBEES (graphic novel)Max Meow 6: When Pancakes Go Bad (Really Bad!)(graphic novel)

The third book in a laugh-out-loud early graphic novel series perfect for fans of Narwhal and Jelly! Quiet-loving Moose's life is turned upside down by free-wheeling Duck. The two will need to put their differences aside if they're ever going to be neighbors...or friends!It’s time for a best-friends-slash-roommates sleepover! Duck is prepared for everything: he’s got snacks, his karaoke machine, and a stack of movies for Moose and him to watch. But is Duck ready for how early it gets dark now that it’s winter in Denali? Moose sheds some light on the situation and shows Duck that sometimes things aren’t as scary as you imagined.Filled with zany hijinks and slapstick humor, Kirk Reedstrom's Duck and Moose series showcases unlikely friendships and the power of compromise.

"Max Meow's super heroics will have kids meow-ling with laughter!" —John Patrick Green, creator of the InvestiGators Meowza! Max Meow, Cat Crusader, and his best friend Mindy are back in the laugh-out-loud funny graphic novel series with CAT-ITUDE—PURR-fect for fans of Dog Man and InvestiGators!It's a cat! It's a superhero! It's a . . . Taco Time Machine!?!? Uh-oh! Mindy's dad, Professor Microbe, is lost in the time space continuum! It's up to Max and Mindy to save him! But time is tricky once you start messing with it and—oops!—Max may have accidentally undone his and Mindy's very first meeting! That means no Space Meatball. No Science Kitty. No Cat Crusador. No best friends forever?!?! Ack! This time it's not just Kittyopolis that's in trouble, it's Max and Mindy's entire friendship! Put on your superhero capes, grab your tacos and get ready to go back in time in the graphic novel series kids (and kitties!) love! Bonus: Includes how to Draw Agent M! "Funny, furr

Imagine learning to leap, roar, swim, or fly for the first time.Born to Be Wild explores the vast complexities of growing up in the animal kingdom, where everything feels like new. This book goes where no other has to delve into the countless ways baby animals survive in the wild. Alongside gorgeous photographs of baby bears, lions and tigers, marsupials, birds, and marine mammals, it charts the stages from dependency to independence, and looks at why some animals cling to their mothers for many months, while others must learn to run almost as soon as they are born.Informative step-by-step features focus on particular stages of learning, such as how a lion cub learns to hunt. This book focuses on key themes in a young animal’s life: birth and the very first days of life, learning to hunt and feed, senses and communication, habitat and adaptation, and playtime. Full of beautiful pictures and fascinating science, Born to Be Wild reveals the mysteries of how young creatures survive in an

Wolf is a lean, mean, scaring machine! And he is definitely the ONLY baddie in this book. Or is he?A funny fairy tale twist, about discovering that you're never too bad to be good.

This visual activity book specially designed for preschoolers sparks creativity and fosters hands-on learning through easy, open-ended art projects that use paint, papers, clay, and other common art s

A coming-of-age story about learning to celebrate yourself -- and teaching the world to recognize you, too -- perfect for fans of R. J. Palacio's Wonder!"This glimpse into the world of a young autisti

Sassy and Waldo are back! When Ms. Twohey announces that her class is going on a trip to the History Museum, Stewart is worried he's in for another long day of facts and learning. But nothing can be b

Professor Volt's first time machine somehow made it to the present and must be escorted back in time as soon as possible, before it alters the course of history!