Natural Language Annotation for Machine Learning

Machine Learning and Knowledge Discovery for Engineering Systems Health Management presents state-of-the-art tools and techniques for automatically detecting, diagnosing, and predicting the effects of

This book is for anyone who has biomedical data and needs to identify variables that predict an outcome, for two-group outcomes such as tumor/not-tumor, survival/death, or response from treatment. Statistical learning machines are ideally suited to these types of prediction problems, especially if the variables being studied may not meet the assumptions of traditional techniques. Learning machines come from the world of probability and computer science but are not yet widely used in biomedical research. This introduction brings learning machine techniques to the biomedical world in an accessible way, explaining the underlying principles in nontechnical language and using extensive examples and figures. The authors connect these new methods to familiar techniques by showing how to use the learning machine models to generate smaller, more easily interpretable traditional models. Coverage includes single decision trees, multiple-tree techniques such as Random Forests™, neural nets, suppor

This book is for anyone who has biomedical data and needs to identify variables that predict an outcome, for two-group outcomes such as tumor/not-tumor, survival/death, or response from treatment. Statistical learning machines are ideally suited to these types of prediction problems, especially if the variables being studied may not meet the assumptions of traditional techniques. Learning machines come from the world of probability and computer science but are not yet widely used in biomedical research. This introduction brings learning machine techniques to the biomedical world in an accessible way, explaining the underlying principles in nontechnical language and using extensive examples and figures. The authors connect these new methods to familiar techniques by showing how to use the learning machine models to generate smaller, more easily interpretable traditional models. Coverage includes single decision trees, multiple-tree techniques such as Random Forests™, neural nets, suppor

This book covers a wide range of subjects in applying machine learning approaches for bioinformatics projects. The book succeeds on two key unique features. First, it introduces the most widely used m

This work proposes a conceptual framework for distance language learning and provides principles for understanding, designing, and running distance language learning environments, addressing component

Machine learning methods originated from artificial intelligence and are now used in various fields in environmental sciences today. This is the first single-authored textbook providing a unified treatment of machine learning methods and their applications in the environmental sciences. Due to their powerful nonlinear modelling capability, machine learning methods today are used in satellite data processing, general circulation models(GCM), weather and climate prediction, air quality forecasting, analysis and modelling of environmental data, oceanographic and hydrological forecasting, ecological modelling, and monitoring of snow, ice and forests. The book includes end-of-chapter review questions and an appendix listing websites for downloading computer code and data sources. A resources website contains datasets for exercises, and password-protected solutions are available. The book is suitable for first-year graduate students and advanced undergraduates. It is also valuable for resear

Machine learning methods originated from artificial intelligence and are now used in various fields in environmental sciences today. This is the first single-authored textbook providing a unified treatment of machine learning methods and their applications in the environmental sciences. Due to their powerful nonlinear modelling capability, machine learning methods today are used in satellite data processing, general circulation models(GCM), weather and climate prediction, air quality forecasting, analysis and modelling of environmental data, oceanographic and hydrological forecasting, ecological modelling, and monitoring of snow, ice and forests. The book includes end-of-chapter review questions and an appendix listing websites for downloading computer code and data sources. A resources website contains datasets for exercises, and password-protected solutions are available. The book is suitable for first-year graduate students and advanced undergraduates. It is also valuable for resear

Memory-based language processing - a machine learning and problem solving method for language technology - is based on the idea that the direct reuse of examples using analogical reasoning is more suited for solving language processing problems than the application of rules extracted from those examples. This book discusses the theory and practice of memory-based language processing, showing its comparative strengths over alternative methods of language modelling. Language is complex, with few generalizations, many sub-regularities and exceptions, and the advantage of memory-based language processing is that it does not abstract away from this valuable low-frequency information. By applying the model to a range of benchmark problems, the authors show that for linguistic areas ranging from phonology to semantics, it produces excellent results. They also describe TiMBL, a software package for memory-based language processing. The first comprehensive overview of the approach, this book wi

This book discusses machine learning algorithms, such as artificial neural networks of different architectures, statistical learning theory, and Support Vector Machines used for the classification and

Gaussian processes (GPs) provide a principled, practical, probabilistic approach to learning in kernel machines. GPs have received increased attention in the machine-learning community over the past d

A FUN, PORTABLE WAYTO LEARN LANGUAGE BASICSNot just another audio language program, the On the Move series features an engaging, natural approach to language learning ideally suited for today’s hurry-

A guide to machine learning approaches and their application to the analysis ofbiological data.

Natural Language Semantics discusses fundamental concepts for linguistic semantics. This book combines theoretical explanations of several methods of inquiry with detailed semantic analysis and emphas

Natural Language Semantics discusses fundamental concepts for linguistic semantics. This book combines theoretical explanations of several methods of inquiry with detailed semantic analysis and emphas

This second volume represents a synthesis of issues in three historically distinct areas of learning research: computational learning theory, neural network research, and symbolic machine learning. It

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

This book introduces the newly developed Extreme Learning Machine (ELM) including its theories and learning algorithms. ELM is a unified framework of broad type of generalized single-hidden layer feed

《新世紀福爾摩斯》經典人物場景著色本。 The visual landscape of the BBC's Sherlock is rich and complex. The Mind Palace is a unique celebration of that world, featuring over 50 intricate pieces of artwork for fans to col

Look at the owl and the pig and the bear and the puppy and the rabbit. What do you think they're waiting for?Something wonderful?A visitor?A surprise?Maybe they're waiting for you! 商品除瑕疵品外，恕不接受退換貨因拍攝略

The perfect book for truck-obsessed kids - a book and toy in one!The red truck has lots of jobs to do... Can you help? There are four tracks in this book for the wind-up truck to drive around, as it makes urgent deliveries, helps a family move house, transports an inflatable castle to a funfair and brings buckets of fresh flowers to a market.With lively scenes for the truck to drive around, things to spot and a sprinkling of facts about trucks, this is sure to keep fans of big machines entertained for hours.Just wind it up and watch it go!

Four ducks are tired of their small pond and set out for an adventure in the big lake.Walking at the back, Eric isn't sure. He’s heard there’s a monster in the lake, but his friends don’t believe a word of that old story! Eric reluctantly tags along, only to make a startling discovery and find himself in a wonderful underwater adventure.This large-format picture book features a detailed, fold-out, underwater world of mechanical marvels and sea creatures. The story of a nervous duck who finds courage and the overconfidence of groups will resonate with anyone who’s nervously dipped a toe in unknown waters.

A passion. A hatred. A jealousy. A murder.Cory has been following her for months. The longer this goes on, the deeper his obsession grows. Experience has taught him that catching this girl won't be simple. She is too smart, too cunning, and too slippery for an ordinary plan to work. He'll have to be methodical, to slowly gain her trust. Becoming a part of her life will require him to lie, to deceive, and to make promises he can't keep. Cory thinks he knows what he's doing. He thinks he's in control, but it's not until he has blood on his hands that he realizes he has gone too far.

Meet nature’s superstars: the biggest, fastest, fiercest, and most deadly animals on the planet in this dazzling children's encyclopedia.Packed with jaw-dropping 3D CGI and spectacular photography, Super Nature is a virtual safari for curious minds. Young readers will go "under the skin" to explore the anatomy and superpowers of 100 record-breaking mammals, reptiles, birds, and every kind of fascinating bug.From cheetahs accelerating to 40mph in three seconds to the deadly, bacteria-laden saliva of a Komodo dragon, this book shows kids exactly how nature works.Dive into the wild world of animals with:*Fierce record breakers: Meet 100 of the most extreme creatures on the planet, featuring the sharpest teeth and the biggest brains.*Incredible animal facts: Dashboard-style fact files provide at-a-glance stats on speed, size, IUCN status, and much more.*Stunning visual science: Explore the inner workings of the animal kingdom through detailed artwork and stripped-away diagrams.*Updated for

An evocative story of hope that reminds us everyone has a story to tell, wherever they come from. A beautiful companion to The Suitcase from the creator of Frank and Bert. Praise for The Suitcase:"This beautifully illustrated and wise, gentle tale of tolerance and kindness for fellow humans resonates deeply." - Khaled Hosseini, author of The Kite RunnerShortlisted for Oscar's Book Prize 2020Shortlisted for the 2020 CILIP Kate Greenaway MedalLong ago, the animals befriended a strange-looking creature who arrived from nowhere with a suitcase containing a teacup and a photograph of home.The stranger soon found sanctuary and calm. Now, there is a new mysterious stranger who they are sure is nothing but a . .. thief! It's only when everything goes wrong that they realise that things may not be as simple as they think . .. A lovingly crafted picture book that challenges unconscious bias with its simplicity and a heartfelt message - children and their parents will love, and learn from, The Te

Discover iconic vehicles, gadgets, battles, and bases in this action-packed LEGO® Batman™ book – with an exclusive minifigure!Explore iconic LEGO Batman sets, from the Batmobile™ to the Batwing™, as you uncover fun facts and key information about Gotham City's heroes and villains. Meet fearsome foes such as The Joker™, Harley Quinn™, and The Penguin™, plus buddies like Batgirl™, Robin™, and more as you learn about their cool gadgets, incredible vehicles, and the amazing locations around Gotham City.Explore the adventures of LEGO Batman through Gotham City:Packed with exciting facts and fantastic images of the many minifigures, vehicles, and locations of LEGO BatmanThe perfect gift for LEGO DC and Batman fans who want to learn more about their favourite heroes and villainsAdd to your LEGO collection with an exclusive Batman minifigure – a must-have for collectors of all ages!This action-packed book is perfect for fans who are eager to know more about LEGO Batman, with pages full of thri

Experience the world of Netflix’s KPop Demon Hunters with this official full-color activity book complete with games and puzzles, and featuring more than 50 vibrant stickers!Join Rumi, Mira, Zoey, and all the beloved characters from Netflix’s hit animated film KPop Demon Hunters in this full-color activity book featuring dozens of puzzles, mazes, games, and coloring pages! Including more than 50 charming stickers for even more interactive fun, this book is perfect for fans of HUNTR/X, Saja Boys, Derpy Tiger, Sussie Bird, and more!Based on the screenplay by Danya Jimenez & Hannah McMechan and Maggie Kang and Chris AppelhansBased on KPop Demon Hunters, the film Directed by Maggie Kang and Chris Appelhans

A classic but contemporary tale for 3-to-7-year-olds featuring a hilariously grumpy seafarer and her trusty dog sidekick who get swallowed by a whale. For fans of Caldecott Honor books Bear Came Along and Leave Me Alone.Stoic seafarer Maude and her canine sidekick Claude head out to fish as they have done every day for many years. But this time, something unexpected happens. (Maude hates it when something unexpected happens.)They get swallowed by a whale. What does one do when one is swallowed by a whale? Throw a farewell party, I guess. (Maude loves a good party.)Hilarity ensues as more and more creatures get swallowed and Maude has to keep changing her party plans. (Maude does not love crowds.)Will Maude and the whale part ways, or is this the end? (Maude would prefer it if we could hurry this up.)Okay, okay. Read on to find out.

Celebrate 20 incredible years of Wizardology with this special anniversary edition and unlock secrets written by Merlin himself. After the legendary wizard Merlin was bound to a tree by magic, he used part of that tree to create a guide for apprentices of the mystical arts seeking to master Wizardology. First printed in the Elizabethan era, Templar has republished this special edition of the ancient tome to ignite the next generation of wizards, including intricate novelty elements such as magical moving illustrations, a scrap of a fairy flag, a phoenix feather, a deck of divination cards and the gemstone of a true wizard's staff.The groundbreaking Ology series, which includes Dragonology, has sold more than 18 MILLION copies worldwide. Perfect for all witches and wizards, young and old!

用歌聲感動世界　用真心連繫你我 Thanks for the music. Thanks for the memories. ❤️ 收錄100+獨家照片、專訪Ｘ回顧、粉絲心聲 心中的青春火焰不滅，人到中年，他們一樣熱血！ 羅啟豪、劉洋、李金凱與王鄭浚仁，因為相同的信念而站上同一個舞台，讓夢想破繭而出。從羅啟豪在靦腆中尋找紳士般的自信光芒，到劉洋將北漂風霜化作動人的情感厚度；從李金凱用最誠摯的心守候舞台，到王鄭浚仁爆發積壓已久的音樂狂熱。這條路，他們走得並不輕鬆，卻無比堅定。 《中年好聲音之聲情之旅》不僅記錄了他們在螢光幕前的過關斬將，更揭露那些在自我懷疑與堅持之間掙扎的心路歷程。他們用歌聲證明，年歲的增長從不是追夢的阻礙，而是賦予歌聲厚度的溫床。 翻開這本書，你將與他們一同走過這段聲情並茂的旅程。

Learn about the Titanic with Jack and Annie from the Magic Tree House as they track the facts about what happened the night the ship sank—now in a non-fiction graphic novel format!When Jack and Annie got back from their adventure in Magic Tree House #17: Tonight on the Titanic, they had lots of questions about that fateful night: What was life like on the Titanic?What caused the ship to sink?Why weren't there enough lifeboats for all the passengers?What happened after the Titanic sank?Filled with up-to-date information and fun tidbits from Jack and Annie, the Magic Tree House Fact Tracker Graphic Novels are the perfect way for kids to find out more about the topics they discovered in their favorite Magic Tree House adventures!Don't miss Jack and Annie's other nonfiction adventures in:Magic Tree House Fact Tracker Graphic Novel: DinosaursMagic Tree House Fact Tracker Graphic Novel: Space

The gripping new crime thriller from Karin Slaughter - the No.1 Sunday Times bestselling author of We Are All Guilty Here.***Welcome to North Falls-a small town with big secrets.The house at 1601 Iris Drive looks like any other in the quiet, residential street. But rumours are rife about the Vickery family, and what goes on behind closed doors.Then one afternoon gunshots ring out. Allison Vickery is found murdered in her own kitchen, her teenage daughter bleeding and left for dead.Everyone thinks they know what happened.But they're wrong. The truth is more shocking than anyone could ever have imagined.Secrets are everywhere in this small town. And it's up to Detective Emmy Clifton to uncover the truth...***Praise for We Are All Guilty Here, the first novel in the North Falls series:'A powerful and gripping read' Shari Lapena'Karin absolutely nails small town America with complex family lives filled with secrets and paranoia' 5 star reader review'An astonishing novel' Andrea Mara'Brilli

Join Roo and friends as they get ready for school in this charming picture book all about starting Reception, perfect for preschool children!Roo and friends are ready for an exciting day at school! Would you like to come with them?From morning drop-off and the first lessons of the day, through lunch, playtime and lots to learn in the afternoon, there is so much going on at school! Roo and the other children need to find their pegs, go to the loo, decide what to eat, find their way around . . . and have lots of FUN along the way!This sweet, funny picture book will help children prepare for what to expect at school:• Making independent decisions like choosing what to eat for school lunch• Developing social skills for playtime and having fun with new friends• Getting used to day-to-day routines and encouraging independence• Plus a step-by-step recap of key school readiness steps at the end of the book!Created by Early Years expert Camilla Reid and award-winning illustrator Kate Hindley, t

Ever wondered what makes a book so special? They don’t light up, they don't make a sound – but they can take you anywhere! Perfect for little book-lovers and reluctant readers. Join one curious little boy on a magical journey of discovery with his whole family, as he finds out that books are secret doorways to adventure, bridges to new worlds and wings for your imagination. Whether it’s a trip to a library or a quiet moment at home, this vibrant story shows that the wonder of reading is for everyone.An adventurous and joyful picture book celebration of reading, from the Macmillan Prize-winning creator of The Truth About Old People. Perfect for new readers, The Truth About Books by Elina Ellis is a heartwarming story to treasure and to share.

A sweeping novel about friendship, love, and the lifelong pursuit of art from Dave Eggers, the award-winning, bestselling author ofThe Circle,Hologram for the King, andThe Eyes & the ImpossibleCricket Dib, born on the American prairie, has no particular prospects or ambitions until, in grade school, he realizes he can draw. He soon meets a girl, Olympia Argyros, one year older, who is captivating and brilliant and far more worldly. Recognizing his talent, she convinces him to deface, with profound vulgarity, a popular playground. Under her direction, he does it willingly, already in love, and thus begins a sixty-five-year entwining between Cricket and Olympia, encompassing friendship, working partnership and love affair. Together they go to art school—an experience of dubious value—and then navigate the art world for the next fifty years, together and apart.Contrappostois a moving and very funny novel about allies and art, and what it means to be an artist. All through their lives,

It's Greg Heffley's birthday, and you're invited. But you'll never guess the shocking surprise his family has in store for him this year.When Greg's epic party plans start to unravel, he holds out hope for his one birthday wish--a rare trading card that's worth a fortune. Will Greg's birthday dreams come true? Or will he learn that you have to be careful what you wish for?This special deluxe collector's edition of Partypooper is the ultimate gift for fans of all ages. Featuring eye-catching confetti-flecked edges and a full-color, limited-edition MicroCreatures Three-Eyed Theeble trading card, it's a party in book form.Don't just take our word for it--start unwrapping and start reading!Collect all the books in the #1 bestselling Diary of a Wimpy Kid series: Diary of a Wimpy Kid (#1) Rodrick Rules (#2) The Last Straw (#3) Dog Days (#4) The Ugly Truth (#5) Cabin Fever (#6) The Third Wheel (#7) Hard Luck (#8) The Long Haul (#9) Old School (#10) Double Down (#11) The Getaway (#12) The Melt

An official illustrated Minecraft novel, new for 2026 – perfect for fans of A Minecraft Movie and for getting kids aged 10, 11, 12, 13 who love gaming into reading!The legendary Hero Crowe's Adventure School has appeared—and Belinda is ready to risk EVERYTHING to claim its ultimate prize.The most legendary school in the Overworld has appeared – and this year, Belinda is determined to conquer it.• First challenge: Find Hero Crowe's Adventure School (it appears in a different place every year).• Second challenge: Survive the deadly admissions test!• Final challenge: Be the ONLY student to win the ultimate prize!Belinda is determined to prove she's no coward. She'll face hair-raising mobs, navigate secret rooms, and outsmart saboteurs to claim Hero Crowe's legendary chest of rare treasures. But there's one problem – she's hiding something about her past, and if anyone finds out, it could ruin everything.But winning means more than just surviving deadly lessons. As alliances form and betra

Your favourite self-care bear is ready to help you unwind in this Winnie the Pooh colouring book!It's time to unwind as you colour in Winnie the Pooh and his friends from the Hundred-Acre Wood in this inspirational colouring book, taking note of mindful hacks, breathing and meditation tips along the way. With intricate patterns, characters at one with nature and serene scenes, this colouring book will keep you entertained for hours and help you reach a truly relaxed state of mind. Your mindful journey awaits.Not suitable for use with alcohol markers. Also available: Disney Stitch Wave Your Worries Away Colouring Book

A gorgeous own-voices love story with a twist - now with an additional swoony story set during a trip to California! Seventeen-year-old Sadie Wen is perfect on paper.It’s a reputation she’s fought hard to earn at the highly prestigious Woodvale Academy, and one she’s determined to maintain until graduation. The trick to keeping her model-student-smile plastered on her face at all times?She channels all her petty frustrations into her email drafts.One for the math teacher who refused to round her eighty-nine-point-nine percent up to ninety; one for the girl who blatantly copied her science project and took the credit for it. But most of her vehemently-worded emails are for her smug, infuriating co-captain, Julius Gong, who’s been the sharpest thorn in her side ever since they were kids.Sadie never meant for these emails to get out ... but now her whole life is about to change... From the author of THIS TIME IT'S REAL comes another own-voices love story with a high-concept twist, now wit

The Dog Who Was (Almost) Perfect follows Doris, a dog who loves being perfect. But one day, something goes wrong and she learns it’s okay to make mistakes. 'A charming, clever and reassuring tale about loving (and being loved for) your perfectly-imperfect self.'– Chelsea BromleyA heartwarming story that helps children embrace imperfection, manage worries about getting things wrong and learn that mistakes are part of life. There once was a dog called Doris who was practically perfect in every way. She woke up on time every morning, never forgot to fetch her owner’s slippers and could perform all her tricks flawlessly. Doris loved being perfect. Until one day, something not-so-perfect happens and Doris panics. Will my owner be sad? Or angry? Or think I'm a bad dog? For the first time, Doris feels unsure of herself. With a little help from some kind new friends, Doris begins to see things differently. She discovers that it’s okay to get things wrong sometimes, and that being imperfect doe

The perfect illustrated children’s picture book new for 2026!The first book in a brand-new picture book series from multi-award-winning creator Rosalind Beardshaw.Maudie and Chip are best friends. But they don’t always see things the same way.Maudie and Chip are off to the seaside. They’re going to have a picnic in the sun and a trip on a boat. It’s going to be the BEST DAY EVER!But when a seagull swoops for their chips, the rain comes and they end up stranded at sea, the perfect day out starts to look more like a DISASTER! Luckily for Maudie, she can always rely on Chip to find the silver lining …Whether you’re a ‘Maudie’ or a ‘Chip’, prepare to be enchanted by Rosalind Beardshaw’s brand-new picture book series – perfect for every little adventurer!