Machine Learning Algorithms for Problem Solving in Computational Applications

Many machine learning algorithms require real-valued feature vectors of data instances as inputs. By projecting data into vector spaces, representation learning techniques have achieved promising performance in many areas such as computer vision and natural language processing. There is also a need to learn representations for discrete relational data, namely networks or graphs. Network Embedding (NE) aims at learning vector representations for each node or vertex in a network to encode the topologic structure. Due to its convincing performance and efficiency, NE has been widely applied in many network applications such as node classification and link prediction.This book provides a comprehensive introduction to the basic concepts, models, and applications of network representation learning (NRL). The book starts with an introduction to the background and rising of network embeddings as a general overview for readers. Then it introduces the development of NE techniques by presenting se

Want to kill it at your job interview in the tech industry? Want to win that coding competition? Learn all the algorithmic techniques and programming skills you need from two experienced coaches, problem setters, and jurors for coding competitions. The authors highlight the versatility of each algorithm by considering a variety of problems and show how to implement algorithms in simple and efficient code. Readers can expect to master 128 algorithms in Python and discover the right way to tackle a problem and quickly implement a solution of low complexity. Classic problems like Dijkstra's shortest path algorithm and Knuth-Morris-Pratt's string matching algorithm are featured alongside lesser known data structures like Fenwick trees and Knuth's dancing links. The book provides a framework to tackle algorithmic problem solving, including: Definition, Complexity, Applications, Algorithm, Key Information, Implementation, Variants, In Practice, and Problems. Python code included in the book

This book introduces Raspberry Pi, using real world applications in computer vision, machine learning, and deep learning. It provides a detailed, step-by-step, approach to application development for

Machine Learning with Spark and Python Essential Techniques for Predictive Analytics Second Edition simplifies ML for practical uses by focusing on two key algorithms. This new second edition improves

This book presents conjectural advances in big data analysis, machine learning and computational intelligence, as well as their potential applications in scientific computing. It discusses major issue

Machine learning is an interdisciplinary field of science and engineering that studies mathematical theories and practical applications of systems that learn. This book introduces theories, methods and applications of density ratio estimation, which is a newly emerging paradigm in the machine learning community. Various machine learning problems such as non-stationarity adaptation, outlier detection, dimensionality reduction, independent component analysis, clustering, classification and conditional density estimation can be systematically solved via the estimation of probability density ratios. The authors offer a comprehensive introduction of various density ratio estimators including methods via density estimation, moment matching, probabilistic classification, density fitting and density ratio fitting, as well as describing how these can be applied to machine learning. The book provides mathematical theories for density ratio estimation including parametric and non-parametric conve

For courses in C++ introductory programming. Learn the fundamentals of C++ programming with an emphasis on problem solving Now in its 10th Edition, Problem Solving with C++ is written for the beg

Fuzzy Neural Networks for Real Time Control Applications: Concepts, Modeling and Algorithms for Fast Learning provides readers with a comprehensive understanding of a process that is increasingly bein

Genetic Algorithms in Java is an applied approach to learning and solving problems using genetic algorithms, with working projects and solutions written in the Java programming language. This book wil

If you’re an experienced programmer interested in crunching data, this book will get you started with machine learning—a toolkit of algorithms that enables computers to train themselves to automate us

Problem Solving and Programming Concepts, 9/e, is a core or supplementary text for one-semester, freshman/sophomore-level introductory courses taken by programming majors in Problem Solving for Progra

Inferring the precise locations and splicing patterns of genes in DNA is a difficult but important task, with broad applications to biomedicine. The mathematical and statistical techniques that have been applied to this problem are surveyed and organized into a logical framework based on the theory of parsing. Both established approaches and methods at the forefront of current research are discussed. Numerous case studies of existing software systems are provided, in addition to detailed examples that work through the actual implementation of effective gene-predictors using hidden Markov models and other machine-learning techniques. Background material on probability theory, discrete mathematics, computer science, and molecular biology is provided, making the book accessible to students and researchers from across the life and computational sciences. This book is ideal for use in a first course in bioinformatics at graduate or advanced undergraduate level, and for anyone wanting to kee

Lexical semantics has become a major research area within computational linguistics, drawing from psycholinguistics, knowledge representation, computer algorithms and architecture. Research programmes whose goal is the definition of large lexicons are asking what the appropriate representation structure is for different facets of lexical information. Among these facets, semantic information is probably the most complex and the least explored. Computational Lexical Semantics is one of the first volumes to provide models for the creation of various kinds of computerized lexicons for the automatic treatment of natural language, with applications to machine translation, automatic indexing, and database front-ends, knowledge extraction, among other things. It focuses on semantic issues, as seen by linguists, psychologists and computer scientists. Besides describing academic research, it also covers ongoing industrial projects.

Computational learning theory is a subject which has been advancing rapidly in the last few years. The authors concentrate on the probably approximately correct model of learning, and gradually develop the ideas of efficiency considerations. Finally, applications of the theory to artificial neural networks are considered. Many exercises are included throughout, and the list of references is extensive. This volume is relatively self contained as the necessary background material from logic, probability and complexity theory is included. It will therefore form an introduction to the theory of computational learning, suitable for a broad spectrum of graduate students from theoretical computer science and mathematics.

The development of thinking skills which will improve learning and problem-solving performance at work is an important aim for vocational education and training. The best of workers - manual, technica

These contributions converge on an intersection of three historically distinct areas of learning research: computational learning theory, neural networks, and symbolic machine learning. Bridging theor

A National Bestseller - Recommended by Financial Times as "What to Read in 2025" "The central argument of Our Dollar, Your Problem--that the greenback's pre-eminence was never guaranteed and might plausibly be overturned--could hardly be more timely."--The Economist A leading economist explores the global rise of the U.S. dollar and shows why its future stability is far from assured Our Dollar, Your Problem argues that America's currency might not have reached today's lofty pinnacle without a certain amount of good luck. Drawing in part on his own experiences, including with policymakers and world leaders, Kenneth Rogoff animates the remarkable postwar run of the dollar--how it beat out the Japanese yen, the Soviet ruble, and the euro--and the challenges it faces today from crypto and the Chinese yuan, the end of reliably low inflation and interest rates, political instability, and the fracturing of the dollar bloc. Americans cannot take for granted that the Pax Dollar era will last in

Welcome to the most magical bakery -- Witchycakes! Little Blue, a witch-in-training, delivers baked goods all over their town, and helps their neighbors with a touch of magic. Cozy up with this sweet chapter book with irresisitible full-color art on every page!In a magical bakery called Witchycakes there's a young witch-to-be named Blue. Blue's Mama bakes with magic and Blue makes the deliveries! They ride their bike all over town with their basket filled with magical scones, tartes, and pies to deliver. There's always something going on in Shelville and Blue loves to help their neighbors -- especially if helping them means they get to use a little bit of magic.Cook up some love with Blue as they use magic and problem-solving to be the best helper they can be in their whimsical little town. And there's a special magical recipe at the end of the book!Fresh from the oven. . . another WITCHYCAKES book! Don't miss Witchycakes #2:Changing Magic

Take your self-study English language learning and confidence to the top level with the fourth practice book in the visual learning series English for Everyone.Practice Book: Level 4 Advanced will help you to solidify the skills you learn from the Course Book: Level 4 Advanced or from your other courses or studies. Strengthen your language for topics such as family life, business, and news and the media.Grab your pen and work your way through the exercises as you cover each topic. Activities include filling in the blanks, true or false decision-making, matching the pairs, and much more. Audio material is provided at every stage through the English For Everyone website and apps to provide vital experience of spoken English and make even tricky phrases easy to understand.English for Everyone is aligned to the CEFR, the international standard for language learning, and ideal for preparation for major English-language exams including IELTS, TOEIC, and TOEFL. Whether you want to improve you

The riveting investigative account of Nvidia, the tech company that has exploded in value for its artificial intelligence computing hardware, and Jensen Huang, Nvidia’s charismatic, uncompromising CEO In March 2024, following the revelation that ChatGPT had trained on Nvidia’s microchips, and twenty-one years after its founding in a Denny’s restaurant, Nvidia became the third most-valuable corporation on Earth. In The Thinking Machine, acclaimed journalist Stephen Witt recounts the unlikely story of how a manufacturer of video game components shocked Silicon Valley by establishing a monopoly on AI hardware, and in the process re-invented the computer. Essential to Nvidia’s meteoric success is its visionary CEO Jensen Huang, who more than a decade ago, on the basis of a few promising scientific results, bet his entire company on AI. Through unprecedented access to Huang, his friends, his investors, and his employees, Witt documents for the first time the company’s epic rise and its ic

No sound, no problem！（掩耳盜鈴） Groundless worries （杞人憂天） There are hundreds more of these Chinese idioms (chengyu) that pack a lot of meaning into four characters。 Many of these Chinese idioms originate from historical events，classics，and folklore； they give us valuable insights into Chinese culture，history，and literature。 Aimed at English learners，The Magic Four groups together some of these well-known stories with attitude and behaviour as its theme。 Each story is accompanied with extra learning elements： • The literal and figurative meanings； • A similar idiom/phrase in the English language； • Definitions of useful vocabularies in the story； • Meanings of different idioms/phrases used in the stories and examples。 Not only will you gain insight into Chinese wisdom accumulated for centuries but also learn fun aspects of the English language too！

A sweeping history of and meditation on humanity's relationship with machines, showing how we got here and what happens nextFaith in technological fixes for our problems is waning. Automation, which promised relief from toil, has reactivated the long-standing fear of job redundancy. Information technology, meant to liberate us from traditional authority, is placing unprecedented powers of surveillance and control in the hands of a purely secular Big Brother.And for the first time, artificial intelligence threatens anthropogenic disaster – disaster caused by our own activities. Scientists join imaginative writers in warning us of the fate of Icarus, whose wings melted because he flew too close to the sun. This book tells the story of our fractured relationship with machines from humanity’s first tools down to the present and into the future.It raises the crucial question of why some parts of the world developed a ‘machine civilisation’ and not others, and traces the interactions between

Introduce pre-kindergarten math skills with fun and effective daily practice activities. This prekindergarten workbook focuses on daily math practice to build mathematical fluency and confidence in young learners. This math workbook makes at-home learning, whole class instruction, or small group support, quick and easy. It includes standards-based activities, easy-to-follow instructions, and an answer key to quickly assess student understanding. Parents appreciate the teacher-approved activity books that keep their child engaged and learning. Great for homeschooling, to reinforce learning at school, or prevent learning loss over summer. Teachers rely on the daily practice workbooks to save them valuable time. The ready to implement activities are perfect for daily morning review or homework. The activities can also be used for intervention skill building to address learning gaps.此系列共10冊:180 Days of Math for Prekindergarten180 Days of Math for Kindergarten180 Days of Math for First Grad

How do you solve a murder? Follow the lessons of the master--Agatha Christie! Iris and Alice find themselves in the middle of another Castle Cove mystery in the sequel to New York Times bestseller The Agathas, by powerhouse authors Kathleen Glasgow and Liz Lawson. A PEOPLE MAGAZINE BEST BOOK OF SUMMERA READ WITH JENNA JR. SELECTION Last October, Alice Ogilvie's ex-best friend, Brooke Donovan, was killed--and if it weren't for Alice's unlikely alliance with her tutor, Iris Adams, and her library of the complete works of Agatha Christie, the wrong person would almost certainly be sitting in prison for the crime. The Castle Cove police aren't exactly great at solving crimes. In fact, they're notorious for not solving crimes. Which is why, on the night of Castle Cove High's annual Sadie Hawkins dance, Alice takes the opportunity to explore Levy Castle--the site of one of Castle Cove's most infamous deaths. Mona Moody--­the classic film star--died there almost a century ago, and Alice i

Help usher in a new era of student assessmentThis empowering guide revolutionizes the assessment process by putting students at the center. Dive into practical strategies and best practices for fostering social and emotional learning (SEL) competencies through student-centered assessments and discover how you can transform classrooms into inclusive spaces where learning thrives. Inside you′ll findHumanistic assessing practices to integrate into everyday teaching and learningBest practices for designing and implementing savvy SEL assessmentsWays to develop a classroom that is student empowered and culturally relevantRubrics, portfolios, and digital tools that demonstrate students' competencies and knowledge through an SEL lensExplore dozens of practical examples, case studies, and field-tested activities that support research-based teaching and learning across the curriculum. Assessing Through the Lens of Social and Emotional Learning inspires educators to move beyond traditional testin

In this second sequined adventure, join the spunky and powerful Sparkle Dragons as they blast their glitter fire and put their brains together to save the queendom from a malicious unicorn. A hilarious, easy-to-read graphic novel.Help! Sparkle Dragon Alert! Princess Puff wants Robert the Troll’s bustling smoothie shop closed. But why? The three glittery gumshoes equipped with brains, sass, and brawn—Trixie, Glinda, and Rue—are on the case. While investigating Puff, the sparkly trio find an even stranger string of clues that lead to none other than Malum, the mysterious unicorn. Malum is suspiciously inventing a new gadget in his stable and keeping it a big secret…and the Sparkle Dragons are determined to unveil just what he’s hiding. Sparkle, shine, glitter—go!Goofy humor paired with problem-solving make this malicious unicorn mystery an adventure for fans of Phoebe and her Unicorn and The Bad Guys.

A chilling copycat killer has the Naturals in his crosshairs in this exhilarating crime thriller from Jennifer Lynn Barnes, the #1 New York Times bestselling author of The Inheritance Games.Seventeen-year-old Cassie Hobbes has a gift for profiling people. Her talent has landed her a spot in an elite FBI program for teens with innate crime-solving abilities, and into some harrowing situations. After barely escaping a confrontation with an unbalanced killer obsessed with her mother's murder, Cassie hopes she and the rest of the team can stick to solving cold cases from a distance.But when victims of a brutal new serial killer start turning up, the Naturals are pulled into an active case that strikes too close to home: the killer is a perfect copycat of Dean's incarcerated father-a man he'd do anything to forget. Forced deeper into a murderer's psyche than ever before, will the Naturals be able to outsmart the enigmatic killer's brutal mind games before this copycat twists them into his w

Amazing Machines: Snow Machines follows the animal team as they wrap up warm and explore things that go in the snow! Each page is filled with details that machine-mad kids will love.From bumper cars to spinning wheels, the internationally bestselling Amazing Machines series is the perfect way for children to learn about all sorts of machines and vehicles! Each book introduces a new vehicle or machine and the many jobs it can do. Ant Parkers bright, engaging artwork and Tony Mittons simple, rhyming text combine to make these fantastic books for young children. Kids will love getting to know the friendly, animal characters who feature throughout the series and reading about their fast-paced adventures! Continue to explore all things that go with the rest of the Amazing Machines series, including Cool Cars, Patrolling Police Cars and Roaring Rockets

Learn about football in this early learning activity book. Big Stickers for Little Hands Football introduces children to the world of football through simple activities, big stickers and card press-outs. Each page is full of fun, early learning activities that are perfect for young children. FUN ACTIVITY BOOK WITH BIG STICKERS FOR LITTLE HANDS, COLOURING AND CARD PRESS-OUT PAGESIncludes 2 sheets of big stickersWith 2 sheets of fun card press-outs16 pages of simple, early learning activities

Join the spunky and powerful Sparkle Dragons as they blast their glitter fire and put their brains together to save the queendom from polka-dotted pollution in this hilarious, easy-to-read graphic novel.Meet the Sparkle Dragons: the spunkiest crew in all of Princess Puff's queendom! Trixie is fierce with brains and beauty. Rue is tough as nails with a heart of shimmering gold. And, last but not least, Glinda, who often has her head in the clouds, but her out-of-the-box problem-solving can be her strongest asset. With their unique powers combined, they are an unstoppable force! And let's be honest: fighting off bad guys with glitter beams can be pretty hilarious . . . and sticky! Bad guys can be quite clever in this queendom, but the Sparkle Dragons don’t miss a trick. When the Rain River is polluted with polka dots, Robert—not Bob—the Troll takes the heat for it. But he says he is innocent! Not to worry—the Sparkle Dragons are hot on the tails of the true culprits. That is, if Princess

“Vanderbilt elegantly and persuasively tackles one of the most pernicious of the lies we tells ourselves—that the pleasures of learning are reserved for the young.” —Malcolm Gladwell, bestselling author of Outliers“Vanderbilt elegantly and persuasively tackles one of the most pernicious of the lies we tells ourselves—that the pleasures of learning are reserved for the young.” —Malcolm Gladwell, bestselling author of OutliersWhy do so many of us stop learning new skills as adults? Are we afraid to be bad at something? Have we forgotten the sheer pleasure of beginning from the ground up? Inspired by his young daughter’s insatiable curiosity, Tom Vanderbilt embarks on a yearlong quest of learning—purely for the sake of learning. Rapturously singing Spice Girls songs in an amateur choir, losing games of chess to eight-year-olds, and dodging scorpions at a surf camp in Costa Rica, Vanderbilt tackles five main skills but learns so much more. Along the way, he interviews dozens of experts abo

Blossom Valley is opening a new community center! But they need to generate buzz for the grand opening. Layla and the Bots know how to help: they will build a cupcake machine for the party! But will t

It's Halloween and Billy can't wait for the village Halloween Party. There's just one problem... his Mini Monsters are at the party too! Sparkle-Bogey's in the apple bobbing, Trumpet's in a pumpkin an

Python機器學習第三版（上） Python Machine Learning - Third Edition 第三版－最新修訂版，新增TensorFlow 2、GAN和強化學習等實用內容 使用Python的scikit-learn和TensorFlow 2融會貫通機器學習與深度學習 循序漸進、由淺入深，好評熱銷再進化！最新修訂的《Python機器學習第三版》是一本不容錯過的全方位指南，也是讀者

Graphic Organizers for Effective Reading!文章架構圖像化！第一本中文詳解圖形組織圖(G.O.)的英文閱讀書本書特色：★ 精選18種實用圖形組織圖，最常用的G.O.通通有！★ 全書共12課，多元文體搭配12種圖形組織圖，閱讀素材通通有！★ 每

Help fourth grade students improve their spelling skills with fun and effective daily practice activities.180 Days of Spelling and Word Study:Focuses on 15 words each week with memorable and repetitive daily activitiesBuilds students confidence in spelling with independent learning activities focusing on spelling rules, patterns, and vocabularyMakes at-home learning, whole class instruction, or small group support, quick and easyIncludes standards-based activities, easy to follow instructions, and an answer key to quickly assess student understandingParents appreciate the teacher-approved activity books that keep their child engaged and learning. Great for homeschooling, to reinforce learning at school, or prevent learning loss over summer.Teachers rely on the daily practice workbooks to save them valuable time. The ready to implement activities are perfect for daily morning review or homework. The activities can also be used for intervention skill building to address learning gaps.

The Three-Body Problem #1-3

Perfect for revising Spanish Grammar offering a clear and easy-to-understand guide to the verbs and grammar of Spanish with hundreds of practical exercises. Designed for all those learning Spanish at

The Doctor, Romana and K-9 are hoping for a holiday in London in the sweltering summer of 1930. But the TARDIS is warning of time pollution. And that's not the only problem. What connects the isolated

INTRODUCTIONSelf-Access Language Learning (SALL) has played a prominent part in language education in universities. Its role is to foster autonomous learning among students. With the wide-spread imple