Natural Language Annotation for Machine Learning

Discover the concepts of deep learning used for natural language processing (NLP), with full-fledged examples of neural network models such as recurrent neural networks, long short-term memory ne

In recent years, deep learning has fundamentally changed the landscapes of a number of areas in artificial intelligence, including speech, vision, natural language, robotics, and game playing. In part

This open access book describes the results of natural language processing and machine learning methods applied to clinical text from electronic patient records. It is divided into twelve chapters. Ch

Written by leading researchers, this complete introduction brings together all the theory and tools needed for building robust machine learning in adversarial environments. Discover how machine learning systems can adapt when an adversary actively poisons data to manipulate statistical inference, learn the latest practical techniques for investigating system security and performing robust data analysis, and gain insight into new approaches for designing effective countermeasures against the latest wave of cyber-attacks. Privacy-preserving mechanisms and the near-optimal evasion of classifiers are discussed in detail, and in-depth case studies on email spam and network security highlight successful attacks on traditional machine learning algorithms. Providing a thorough overview of the current state of the art in the field, and possible future directions, this groundbreaking work is essential reading for researchers, practitioners and students in computer security and machine learning,

Natural language understanding is central to the goals of artificial intelligence. Any truly intelligent machine must be capable of carrying on a conversation: dialogue, particularly clarification dia

Machine learning allows computers to learn and discern patterns without actually being programmed. When Statistical techniques and machine learning are combined together they are a powerful tool for a

Written as a tutorial to explore and understand the power of R for machine learning. This practical guide that covers all of the need to know topics in a very systematic way. For each machine learning

This book presents a coarse-to-fine framework for learning and inference in large statistical models for natural language processing. The text shows applications of this fast, accurate approach to syn

Natural language understanding is central to the goals of artificial intelligence. Any truly intelligent machine must be capable of carrying on a conversation: dialogue, particularly clarification dia

Written as a tutorial to explore and understand the power of R for machine learning. This practical guide that covers all of the need to know topics in a very systematic way. For each machine learning

Explore the multidisciplinary nature of complex networks through machine learning techniquesStatistical and Machine Learning Approaches for Network Analysis provides an accessible framework for struct

A variety of problems in machine learning and digital communication deal with complexbut structured natural or artificial systems. In this book, Brendan Frey uses graphical models as anoverarching fra

Junior Library Guild Gold Standard Selection A Level 1 I Can Read for kids who love farms, food, and the environment as well as any child interested in the many careers in agriculture. Visit the State Fair with Dad and his daughter, and get to know all the different kinds of farmers along the way in this Level 1 I Can Read My Community book ideal for early readers learning to sound out words and sentences.Find out more about the community helpers who do so much for us in this tenth book in the I Can Read My Community series full of characters who are diverse in terms of gender, race, age, and body type. Whether shared at home or in a classroom, the short sentences, familiar words, and simple concepts of Level One I Can Reads support success for children eager to start reading on their own.Meet these farmers: - Grain farmer- Vegetable farmer- Fruit farmer- Rancher- Dairy farmer- Chicken farmer- Sheep farmer- Llama farmer- Beekeeper- Fish farmer- Tree farmer- Flower farmer- Herb farmer

How did Zeus come to rule the sky? How did Poseidon become the god of the sea? Learn all about the myths and legends of Greek mythology in this dramatic history, featuring 16 pages of photos.Celebrate ancient Greek mythology and civilization, where Heracles performed his twelve heroic feats and Athena defended the acropolis as the goddess of war and wisdom. For centuries, these tales were at the center of Greek society and religion. The legends of Greek mythology have been retold around the world in stories like Ovid's Heroides and Rick Riordan's Percy Jackson and the Olympians series, influencing everything from ancient Roman culture to bestselling American novels of the twenty-first century. Including well-known tales of Medusa and Perseus, sirens, goddesses, and more, this book explores the vibrant stories that live on and inspire young readers to this day.Series Overview: A natural expansion of the exceptional Who Was? series, What Was? focuses on compelling historical events, grea

An exploration of the amazing science of sound and space – packed with incredible facts and stunning illustrations.Did you know....That sound travels faster underwater?Or that crickets hear with their knees?Or that astronauts have played musical instruments in space?Join Dr Sheila Kanani on a fascinating exploration of the world of sound and space science! You'll start with the sound technology we use every day, then explore the natural world including animal noises, thunder and earthquakes, before jetting off into space to discover what sound might be like on other planets. And yes, you'll even find out whether it’s possible to get music on the moon!You'll discover mind-blowing facts about sound and space – for example:Did you know you can getmarsquakes as well as earthquakes?Or that the president of the United States once made a phone call to the moon?Or that astronaut Chris Hadfield filmed a viral music video in space?With stunning full-colour illustrations by Liz Kay that bring the

Fox--the beloved and popular trickster character featured in the Geisel Award-winning books Fox Has a Problem, Fox at Night, and Fox the Tiger--is on the move! But Fox knows that life is about the journey, not the destination, and if his untraditional transportation methods get him in a bit of trouble, he can always try again tomorrow. Kirkus Reviews calls Corey R. Tabor "a master of the early reader."Where is Fox going? But more importantly, how is he getting there?A train? A bus? A surfboard? A waterfall? Fox's travel methods may be a bit unusual, but we would expect nothing less from our terrific, trickster friend.Wry, repetitive text with carefully chosen language and a limited vocabulary allows for an accessible read while charming illustrations provide context and comedy in Corey R. Tabor's award-winning Fox series, making it a perfect choice for emerging readers and their caretakers. The Fox series, which is comprised of both picture books and beginning readers, has received thr

From the creators of the 10-million-copy bestselling Paint by Sticker(R) Kids sticker-activity series, the next book in the brand extension developed especially for kids ages 3 and up: Construction Site! My First Paint by Sticker delivers the same screen-free, mess-free fun that makes the original series so irresistable. The fourth book in the series features construction site vehicles! From diggers to backhoes to cement trucks and more, kids will adore stickering these colorful machines. The Paint by Sticker Kids(R) series (for ages 5 and up) has sold more than 10 million copies to date. In My First Paint by Sticker, readers ages 3 and up can confidently paint by sticker, too! At a smaller trim size (8 x 8 inches, versus the original kids brand at 9 x 9), this brand extension features larger stickers for smaller hands--perfect for kids practicing their fine motor skills and learning to recognize their numbers. In the older kids series, the number of stickers per image ranges from 60-1

The Pigeon won't say the ABCs! He has at least 26 reasons why not! From absolutely no way to zero chance! Do YOU think The Pigeon will say his ABCs? From Mo Willems Workshop comes this funny and engaging alphabet early-learning concept board book with touch-and-trace features throughout. The Pigeon WON'T Say the ABCs! is part of a collection of original board books featuring The Pigeon, ideal for babies, toddlers, and fans of the picture book series.

Learn new words with Little Nutbrown Hare, while discovering the wonders of the world around you!A beautiful introduction to language and nature for a little loved one of any age, featuring the beloved Nutbrown Hares from Guess How Much I Love You. This celebration of love and nature is perfect for Father's Day!Guess How Much I Love You has sold more than 61.5 million copies and been translated into 57 languages worldwide. It has become a timeless way to express love that’s simply too big to measure. Whatever the occasion or season, there’s a Guess How Much I Love You book for everyone!Join Little Nutbrown Hare and Big Nutbrown Hare as they explore the world around them – from the pond to the mountain, and from the meadow to forest. This large format board book has 100 new words for little readers to discover, and tabs to help them navigate between the different scenes.With stunning new artwork from Anita Jeram, and inspired by the timeless storytelling of Sam McBratney, this book take

"This is an absolutely adorable retelling of [the Jack and the Beanstalk] classic story. It is perfect for any emerging reader. An absolute must-buy." --School Library Journal(STARRED review)Join Pete the Kitty on a journey up the beanstalk in this My First I Can Read story fromNew York Timesbestselling team Kimberly and James Dean.Once upon a time, a kitty named Pete and his friend Callie climbed a beanstalk as tall as the sky. At the top, they heard "Fe! Fi! Fo! Fum!" But where are the sounds are coming from?Beginner readers will love this new Pete-tastic spin on the beloved fairy tale Jack and the Beanstalk!This My First I Can Read book is carefully crafted using basic language, word repetition, sight words, and sweet illustrations—which means it's perfect for shared reading with emergent readers. The active, engaging My First I Can Read stories have appealing plots and lovable characters, encouraging children to continue their reading journey.For more groovy fairytale twists with P

"These twins make learning to read double the fun." - Kirkus From award winning author, Grace Lin, comes another installment of the irresistible early reader series, Ling & Ting! Join these iconic twins as as they celebrate Lunar New Year! Ling and Ting are twins. They are Chinese and American. They celebrate the new year two times. Now they are preparing for Lunar New Year. They want a lucky year. What happens when Ting makes a mistake? Can their year still be lucky? * Don't miss Ling and Ting's other adventures!: Ling & Ting: Not Exactly the Same Ling & Ting: Twice as Silly Ling & Ting: Together in All Weather Ling & Ting Share a Birthday

This fascinating and funny comic book collection is the perfect introduction to the world of the ancient Romans.Including six mythical tales retold in comic strips, readers will learn about the founding of Rome in 'Romulus and Remus', meet a callous cyclops in 'Polyphemus and Ulysses', and much more. Each myth is told in engaging modern language, which is easy for children to understand yet still retains the humour and intrigue of the original tales.As you journey back through ancient Rome, you'll meet an amazing array of mythical creatures and glorious gods, whilst non-fiction spreads will help you learn more about gruesome gladiators, amazing armies, evil emperors and the epic Roman empire.With bright and bold illustrations by Laurie Avon, this retelling of the Roman myths will educate and entertain readers of all ages.

Learn how many different Asian communities celebrate Lunar New Year in this book for young readers that reveals why the first new moon of the year is such a culturally significant moment for many countries!This fact-filled book covers all things Lunar New Year, from the Chinese Zodiac animals to the details of modern celebrations in busy cities like San Francisco, Vancouver, and London. During today's celebrations, children receive money from their elders in red envelopes and people exchange gifts. Some rituals that people do for Lunar New Year include spring cleaning, sweeping away bad luck, and wearing new clothes. Young readers will learn about the Lunar New Year traditions of China, Korea, Vietnam, the Philippines, and Thailand in this book about the beloved holiday.Series Overview: A natural expansion of the exceptional Who Was? series, What Was? focuses on compelling historical events, great battles, protests, and discoveries.

Carefully crafted using accessible language, repetition, sight words, and charming illustrations, Corey R. Tabor’s award-winning Fox books are a terrific choice for emerging readers and their caretakers. These active, engaging My First I Can Read stories have appealing plots and loveable characters, encouraging children to continue their reading journey.Perfect for introducing new readers to mischievous Fox’s adventures, this set includes five My First I Can Read Fox books (including three Geisel Award winners): Fox the TigerFox is LateFox versus WinterFox at NightFox Has a ProblemWith all five books tucked into one sturdy box, this is an excellent choice to jumpstart your Fox collection!

Join Liko and Roy on their journey to become real Pokémon Trainers as they embark on a series of training battles.This simple story book is accessible to young readers who are learning to read independently.Liko, Sprigatito, Roy, and Fuecoco are now official members of the Rising Volt Tacklers and ask Friede to train them, but Friede has an electrifying surprise in store for them. Will they manage to dig deep and uncover what it takes to become true Pokémon Trainers?This Level 2 reader includes longer sentence structures, more challenging vocabulary, paragraphs and short chapter lengths.

From award-winning and New York Times bestselling author Geraldine McCaughrean, an utterly immersive and unforgettable novel set during the London Blitz, inspired by the author's fatherWith World War II on their doorstep, the children of Greenwich, England, are being evacuated. But on the train meant to take them to safety, four of them decide they aren't ready to leave home. They climb out the carriage window just in time, forging an unlikely friendship. With their school taken over by the fire service, they spend their days trying to be useful. Lawrence is building a secret machine. Gemmy searches bombed-out homes for things of value--only to find an adorable mutt she can't even give away. Franklin wants to join the fire service, even if it means lying about his age. Olive looks after her father, haunted by the deaths of his fellow firemen. Together, the four friends roam the streets of London, discovering their resilience amongst the secrets of the city. But as the Blitz unleashes a

本書採用創新且實用的教學策略，巧妙融合理論基礎與實踐應用，深入剖析自然語言處理(Natural Language Processing，NLP)領域的新進展，以及大語言模型(Large Language Model，LLM)的原理。書中不僅系統闡述了?LLM?的理論基礎，還通過實際項目案例展示了如何將這些模型應用於構建RAG系統。本書遵循由淺入深的路徑，從LLM的基礎知識入手，詳細闡釋了模型的訓練流程，並深入探討了如何利用提示技術與模型進行高效交互。書中還重點介紹了兩個在業界得到廣泛認可的框架—LlamaIndex和LangChain，它們是開發RAG應用的強大工具。書中的項目案例不僅為讀者提供了寶貴的實踐經驗，也能夠加深讀者對相關概念的理解和應用。此外，書中進一步探討了包括智能體和微調在內的高級技術，這些技術能夠顯著提升問答系統的性能。

An entertaining collection uncovering the stories of dinosaur discoveries told in comic strips. Discover the story of Mary Anning, why there is a dinosaur called Sue, what the Bone Wars were and much more. This book is sure to entertain children, while giving them an insight into the many challenges and rivalries behind scientific achievements and how scientists learn from mistakes.It is produced by the same team as Comic Strip Science with hilarious comic strips illustrated by award-winning artist Jess Bradley and written by Paul Mason, who is well known for making science learning fun. Key science concepts are pulled out in more depth in feature spreads. The book has a specialist text consulant, paleontologist Dr Dave Hone.Comic Strip Science Adventures is a series of comic books that are perfect for young scientists aged 7 plus. Each book has specialist subject consultants. Titles in the series: Digging for Dinosaurs, Exploring Space, Medical Marvels, Amazing Inventions.

An entertaining collection uncovering amazing stories of space exploration told in comic strips. Discover the history of the first missions to the Moon, how space rovers have adventures, the mystery of a floating poo and much more. This book is sure to entertain children, while giving them an insight into the many challenges and rivalries behind scientific achievements and how scientists learn from mistakes.It is produced by the same team as Comic Strip Science with hilarious comic strips illustrated by award-winning artist Jess Bradley and written by Paul Mason, who is well known for making science learning fun. Key science concepts are pulled out in more depth in feature spreads. The book has a specialist text consultant, Sophie Allan of the National Space Centre.Comic Strip Science Adventures is a series of comic books that are perfect for young scientists aged 7 plus. Each book has specialist subject consultants. Titles in the series: Digging for Dinosaurs, Exploring Space, Medical

'Alex Cross is a legend' HARLAN COBENDiscover the next book in the globally bestselling Alex Cross series... now the inspiration for the original series CROSS on Prime Video starring Aldis Hodge as Alex Cross.________________Alex Cross thought serial killer Gary Soneji was dead and buried.But when a hidden cabin reveals a stash of gruesome trophies and diaries, Cross realises the Spider's evil influence has spread wider than he ever thought possible.The chilling truth soon becomes clear: Cross imprisoned the wrong man.As he studies the clues, Cross becomes enmeshed in a web of evil designed to ensnare him all along.Now he must retrace the steps of a long-ago investigation and face theReturn of the Spider.________________PRAISE FOR THE ALEX CROSS SERIES'Patterson never, and I mean never, disappoints'USA TODAY'Behind all the noise and the numbers, we shouldn't forget that no one gets this big without amazing natural storytelling talent - which is what Jim has, in spades. TheAlex Crossser

When Uncle Bernie turns up with his incredible Mechanical Mole machine, the Adventuremice go on a mission! Pedro and the crew burrow to an underground cave world, unlike anything they've ever seen. There are tiny, twisty trees, and even tinier pterodactyls! But there's also a HAMSTERSAURUS REX on the loose!Can the team save the nervous local cavemice from this giant predator, or is there more to the creature than meets the eye?

Perfect for fans of Wicked, Witchlings and The Wizard of Oz, this magical series hits its stride with this third book. Ava hasn't found Tinabella to be the easiest roommate to get along with. She's sneaky.She's popular. And she bends the rules a lot when it comes to magic. Still, Ava never asked for Tinabella to be banished to a tower, trapped by a strange spell.And when the wickedest witch of them all attacks the School for Wicked Witches, trapping all the teachers within an enormous twister, Ava knows that it's better to have Tinabella by her side than to keep her locked away. Now the question is: with no teachers around, and even the oldest students in the school caught by the magic, what can Ava, Tinabella and their friends do to prevent a truly wicked fate? The third story in a gripping, fun adventure with themes of magic, mystery and accepting your true self From the brilliant, award-winning author of The Language of Seabirds, Will Taylor Fans of Wicked and The School for Good an

Best friends Ember the Fire Dragon and Gus the Mushroom Dragon search for a magic jewel in the first installment of this full-color, fantasy adventure series perfect for beginning readers!Pick a book. Grow a Reader!This series is part of Scholastic's early reader line, Acorn, aimed at children who are learning to read. With easy-to-read text, a short-story format, plenty of humor, and full-color artwork on every page, these books will boost reading confidence and fluency. Acorn books plant a love of reading and help readers grow!Dragon Hill is in trouble! The magic jewel that protects Dragon Hill has gone missing, and best friends Ember the Fire Dragon and Gus the Mushroom Dragon work together to find the jewel. But they are young dragons and Ember doesn't yet know how to use her fire powers. The two friends follow squirrel paw prints and meet a helpful Tree Dragon. Will they be able to find the magic jewel?Ember and Gus's adventure is told through five full-color short stories with ea

School Library Journal Best Book of 2025Amazon's Best Children's Books of 2025 (Ages 6-8)New York Public Library Best Book for Kids of 2025Booklist Editor's Pick for 2025 Graphic Novels本書為《Hug Machine》作者 Scott Campbell 的圖像書作品。在這個奇妙的世界裡，每個人頭上都「頂著一個東西」，主角是形影不離的好朋友──小屋頭與大樹頭。這對古怪卻真摯的好友，一起經歷剪葉（剪頭髮）大失敗、手繪地圖尋寶，甚至踏上宇宙級大冒險，發現原來地球也在某個人的頭上！本書以幽默感十足、瘋狂又新鮮的創意設定，描繪出一個歡樂又超現實的世界。全書收錄六則爆笑又溫馨的故事，搭配簡潔的線條與充滿節奏感的對話，小讀者能在畫面中盡情尋找並替各式各樣的「頭」命名，也一定會被荒謬又可愛的情節逗得哈哈大笑。"Hahahahahahahaha" —Jon Klassen, Caldecott medalist and New York Times bestselling author-illustrator of THE SKULL"I laughed my head off!" —Ben Clanton, Eisner Award winner and New York Times bestselling author-illustrator of NARWHAL AND JELLYHELLO, READER HEADS! Jump headfirst into the wonderfully off-the-wall world of renowned creator Scott Campbell, in this goofy, good-natured graphic novel series featuring a best friend duo like no other! It's Frog and Toad meets Bill and Ted for a new generation of readers — and best buddies of all ages.Book 1 in

這是暢銷書系列《Deep Learning》的第5集，本次的主題是「生成模型」。書中延續此系列的風格，以連貫的故事介紹從「常態分布」到「擴散模型」的技術。你可以累積學到的知識，一步一步練習操作，不斷累積學習成果，最終完成類似「Stable Diffusion」這樣的AI影像生成模型。技術的有趣之處在於細節，從零開始建構，挑戰各種公式。

Discover incredible facts and unbelievable real-life stories about our mysterious feline friends in this illustrated guide to cats. From being worshipped by the ancient Egyptians to becoming beloved household pets around the world, cats have long occupied a special place in our hearts. In A World of Cats, you can find out everything you ever wanted to know about these fascinating animals: Learn how to better understand your cat, with a guide to cat body language and what it means Discover ancient cat ancestors from millions of years ago, and famous cats from history Find out what cats really think about us, and how clever they actually are This is the ideal book for all cat lovers who want to learn all about their favourite animal.

Press the soft patches to hear the skeleton and its friends come to life in this hilarious Halloween treat.You'd better not tickle the skeleton... because it might just rattle if you do!Babies and toddlers just won't be able to resist tickling the touchy-feely patches to hear each creature make a sound in this hilarious novelty book. At the end, readers will find all the characters gathered together for a spooktastic Halloween dance. An exciting series for babies and toddlers, from the creators of That's not my...Withover 20 books to discover in this award-winning series, there is a book to excite every baby and toddler; including dinosaurs, bears, tigers, unicorns and lots more - giggles are guaranteed!Every DON'T TICKLE book supports sensory development with:- Engaging characters to encourage playfulness- Furry patches for developing motor skills- Playful music to inspire movement- Holes to peep through, sparking curiosity- Rhythmic text for developing language

Get ready for bed in this big board format with three games to play on every page!Pip and Posy are going to bed. They need to have a snack, brush their teeth and have a wash before it's time to read a bedtime story. This chunky board book is the perfect way to make the bedtime routine fun, with 36 sliders and three games to play but none of the mess of a card game!Designed to aid a chil'd's memory and language development, with simple labels to build vocabulary and lots of things to spot.Other titles to collect: The Super Seasons

What’s behind the eerie St Elmo’s Fire phenomenon?What was the mysterious explosion that tore through a Siberian forest in the early 1900s?And can fish and frogs really rain from the sky?Travel around the globe and even into space with this dazzling natural history book, discovering the stories of nature’s rarest events and best-kept secrets.From strange marvels of the night sky to the world’s weirdest weather events; from the most peculiar plants to rare and elusive animals; this book gathers together a jaw-dropping collection of natural wonders. Eclipses, ball lightning, pizzly bears . . . each stunningly illustrated spread explores a different phenomenon, including those that have baffled scientists through the centuries.Presented in five chapters – Amazing Space, Peculiar Plants, Unusual Animals, Weird Weather and Unique Wild Places – this is a celebration of nature at its quirkiest and most wonderful. Written by best-selling author Emily Hawkins and brought to life in glorious det

A unique collection of photographs by Yuriko Takagi, showcasing her poetic and surrealist look at Dior haute couture creations. An important addition to the library of leading artistic photographers working to interpret the fashion house's oeuvre. Takagi is an icon of Japanese fashion photography, with an artistic practice including painting and drawing. Her enchanting and otherworldly images are built with a unique and careful consideration of shadows, the result of a career-long contemplation of natural light--a theme that plays a pivotal role in her work for Dior. This book features exclusive shootings by Takagi of the most emblematic Dior haute couture designs. Takagi delivers her personal reinterpretation of the essence of Dior, opening a profound dialogue between her artistic conception and the codes of the House. Her photographs capture an ephemeral, intangible quality of the subjects, and her signature technique of layering images, in this case of flowers and architectural moti