Python machine learning

本書從一個生活化的小插曲展開：小女孩 Tiana 追著跑向回收車的狗狗 Bubbles，也意外踏上一趟認識回收世界的旅程。跟著她走進資源回收場，孩子將看見紙張、塑膠、金屬與玻璃如何被分類、壓縮，再變成全新的物品。故事以輕快節奏串起清楚的知識說明，讓「回收之後發生了什麼事」不再抽象。適合親子共讀與課堂延伸，讓環保行動從日常開始。After their dog Bubbles chases after the recycling truck, Tiana and her family set off on a search to the Materials Recovery Facility, learning about recycling along the way. Exploring the MRF on their adventure, they see how papers, plastics, metals, and glass are collected, sorted, and baled, and then sent to be made into new products. Based on facts about the process of recycling in industrial countries, this book will help children understand the importance of recycling to save natural resources, as well as how they can take action in their own communities.

Most business books on social media have focused exclusively on using it as a marketing tool. Many employers see it as simply a workplace distraction. But social media has the potential to revolutioni

Ellis, a former elementary and middle school teacher who teaches education at Seattle Pacific U., and Evans, a junior high principal and former teacher, provides 16 strategies for use in middle and hi

Cultural differences increasingly impact our everyday lives. Virtually none of us today interact exclusively with people who look, talk, and behave like we do. David Smith here offers an excellent gui

This title and others form part of a series of books that takes an off-beat look at nature and natural sciences through a fun combination of Seussian rhymes and zany illustrations. Aimed at early read

This title and others form part of a series of books that takes an off-beat look at nature and natural sciences through a fun combination of Seussian rhymes and zany illustrations. Aimed at early read

本手冊的編寫，目的是對於開始參與PBL教學的老師提供一些簡單易讀的PBL基本知識，減少初次擔任PBL教師的壓力。 回首十五年，必須感謝謝博生教授的栽培，讓我有機會參與醫學教育改革此一重要的任務，謝教授不斷的給予機會與督導，使我能持續在此一領域發展。在這一段不算短暫的學習過程中，國際知名的PBL專家關超然教授從PBL的少林寺－McMaster大學下山，雲遊四海宣揚

This title and others form part of a series of books that takes an off-beat look at nature and natural sciences through a fun combination of Seussian rhymes and zany illustrations. Aimed at early read

Provide early learners with engaging skill-specific practice in 32 full-color pages. Quick and captivating activities keep young learners focused as they practice important concepts such as counting a

本書以清楚、結構化的方式，引導初學者認識最核心的繁體中文基礎字，特別適合以英語為母語的學習者。內容精選最常使用的100個漢字，每字獨立成頁，搭配標準漢語拼音與簡明英文釋義，降低初學時的理解門檻。逐步筆順示範與方格書寫練習，幫助歐美學習者熟悉漢字的書寫邏輯與結構比例。書中並延伸相關詞語與片語，協助建立實用詞彙基礎，另附拼音、部首與英漢索引，便於查找與複習，是自學或課堂使用都相當合適的入門工具。為英語背景學習者量身設計每字一頁，清楚建立書寫與辨識基礎收錄500多個延伸詞語，強化實用性The major struggle facing all beginning Chinese language students is to learn to recognize, read and write hundreds of Chinese characters. This book adopt a structural approach that helps students overcome this initial difficulty and quickly master the basic Chinese characters fundamental to this language. Intended for beginning students, The First 100 Chinese Characters: Traditional Character Edition contains carefully selected and sequenced characters for rapid and effective learning. Each Chinese character is shown separately on a single page, along with its English definitions, hanyu pinyin romanization, alternate form, a stroke-order guide and ample writing space.Two indexes--alphabetical by the English meanings and by pinyin romanizationùare

Tune In develops listening skills and, introduces students to over 50 features of natural spoken English.Each lesson uses a step-by-step approach to teach students to understand what people say and ho

全面介紹「單一股票期貨」這項新興金融工具。作者 Kennedy Mitchell 以清晰易懂的方式，說明其運作原理、交易方式與實際應用，並結合國際市場經驗，幫助投資人理解此工具如何在風險管理與投資組合中發揮作用。書中內容兼顧初學者與專業投資人，從基礎概念到策略運用皆有詳盡說明，能協助讀者在掌握風險的同時開拓收益機會。Everything you need to know about Single Stock Futures "Single stock futures are an incredibly important new financial instrument for managing risk. Kennedy Mitchell provides an outstanding and easy-to-read explanation of these new products for either an expert futures user or for someone learning about futures markets for the first time." -Peter Borish, Senior Managing Director, OneChicago Although single stock futures may be a relatively new phenomenon in the United States, this instrument has been successfully traded for years in various overseas markets-leaving you, the individual and professional investor, to play catch-up. Exactly what are single stock futures? They are futures contracts, within the futures universe, that have shares of listed public companies as their underlying asset. In Single Stock Futures: An Investor'

"A bird gets its name from the simplest things - what it does, how it looks, or the song that it sings." And so Dr Seuss' famous Cat in the Hat introduces young readers to the amazing world of birds.

For Greek myth fans, those who can’t get enough of the D'Aulaires' Book of Greek Myths, and readers who have aged out of Rick Riordan, this classroom staple and mythology classic is perfect for learning about the ancient myths! The heroes, gods, and monsters of Greek mythology come alive in this exciting collection of retellings of the ancient myths that includes tales of Zeus, Hera, Apollo, Artemis, and many more. Written in simple, direct language, Heroes, Gods and Monsters of the Greek Myths is an accessible and entertaining guide to the Greek myths and their players, following fearless heroes as they battle epic beasts under the eyes of the mighty immortals who rule them. From mortal warriors like Perseus and his impossible task of slaying the monstrous Medusa, to Zeus, the king of the Gods whose thunderbolts can shake the earth, to the minotaur, a gruesome beast, half-man and half-bull, who destroys young victims that are sacrificed to his terrifying power, this world is one of ma

Discover Frog and Dog, a laugh-out-loud series for beginning readers!A Best Book of 2020 by the Chicago Public LibraryDiscover Frog and Dog, a laugh-out-loud series for beginning readers!A Best Book of 2020 by the Chicago Public LibraryNational Cartoonists Society Winner for Best Book IllustrationPick 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!Dog wants to play. Can Dog play with Frog, Frog, and Frog? The frogs hop... but Dog just FLOPS. Will the frogs ever play with Dog? Then a hungry bear comes along! Can Dog find a way to help the frogs? Discover this hilarious friendship series perfect for beginning readers, from author-illustrator Janee Trasler. Told in three short stories with rhyming t

Frog, Dog, and Goat find ways to stay dry in the rain, in this rhyming laugh-out-loud series for beginning readers!National Cartoonists Society Winner for Best Book IllustrationPick 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!Frog and Dog are playing in the sun with Goat. But Goat is wearing a raincoat! Dog laughs at Goat's coat. But when it starts to rain, Goat is very glad to have a coat... and a boat. Will Goat let Dog onto the boat? Discover this silly friendship series perfect for beginning readers, from author-illustrator Janee Trasler. Told in three short stories with rhyming text, simple vocabulary, and colorful artwork, this is the just-right book to grow confidence in young readers!

Frog, Dog, and Pig find ways to share, in this rhyming laugh-out-loud series perfect for beginning readers!National Cartoonists Society Winner for Best Book IllustrationPick 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!Frog and Dog meet a new friend, Pig. But Pig is not good at sharing... in fact, she's a bit of a HOG. She will not share her LOG, she will not share her LUNCH, and she will not share the spotlight! Can these friends find a way to get along? Discover this silly friendship series perfect for beginning readers, from author-illustrator Janee Trasler. Told in three short stories with rhyming text, simple vocabulary, and colorful artwork, this is the just-right book to grow confidence

Siblings Fritz and Franny have fun trying all the rides at the amusement park in this early reader from Geisel Honor winner Tina Kugler!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!Get ready to ride! Fox siblings Fritz and Franny -- and their faithful dog, Fred -- are spending the day at the amusement park. After sizing up the tallest, fastest, and loudest rides they can find, these foxes come together on the perfect coaster. Geisel Honor winner Tina Kugler's easy-to-read text and humor-filled, full-color artwork will have young readers everywhere laughing out loud!

Moby Shinobi and Toby #1-3Moby Shinobi and his sidekick Toby are heading to the beach in this action-packed, rhyming early reader!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!Moby Shinobi and his dog Toby are excited for a day at the beach! Moby tries to use his ninja skills to build a huge sand castle, catch some fish, and save a leaking sailboat... but each try ends in a mess! What if Moby isn't right for the job? But with some help from Toby, he discovers that teamwork makes every job easier! With easy-to-read rhyming text and full-color artwork throughout, this early reader series is sure to be a hit with beginning readers!

Ideal for home learning, this set of 30 Early Readers is the perfect way to help your child learn to love reading. Short chapters and colour illustrations on every page help build children's confidence in reading aloud, bridging the gap from picture books to independent reading. From animal antics to familiar first experiences, there's something for everyone in this super stories.本書包含以下30本讀本Shumba's Big AdventureMercy and the HippoAnthony ant saves the dayA Friend For ChristmasHorrid Henry's StinkbombHorrid Henry's HolidayDon't Be Horrid,Henry!The Haunted House of Buffin StreetRampage in Prince's GardenJogger's Big AdventureCafe at the edge of the moonThe ant's pantsThe Boy Who Made Things UpPoppy the Pirate Dog's New ShipmatePoppy the Pirate DogJenny the Ponny's Big DayMicky's Magic PencilBlood And Guts And Rats Tail PizzaGrandad's MedalElsie and the Magic bisouir TirAlbert and the Garden of DoomMr Monkey Plays FootballsMr Monkey and the Magic TricksMr Monkey and the Fairy Tea PartyT

An ideal resource for learning on the go, Surgical Recall, 10th Edition, provides accurate, on-the-spot answers to the questions you’re most likely to encounter during rotations and on the shelf exam. Dr. Lorne H. Blackbourne and a team of student reviewers have updated this bestselling guide to include the latest advances in both general surgery and surgical subspecialities―all in a rapid-fire question-and-answer format that prepares you for success on exams and beyond.• Provides Rapid-Fire Reviews at the end of most chapters, while a pre- and post-book test evaluate your knowledge, determine your level of mastery, and identify areas for further focus• Contains Three-Dimensional Surgical Vignette Chess in a unique, three-column format for practice in handling patient scenarios and to assess knowledge for USMLE and shelf exams• Includes Surgical Overview and Background sections that offer practice advice and tricks of the trade• Features hundreds of mnemonics, a

Data Mining: Practical Machine Learning Tools and Techniques, Fifth Edition, offers a thorough grounding in machine learning concepts, along with practical advice on applying these tools and techniques in real-world data mining situations. This highly anticipated new edition of the most acclaimed work on data mining and machine learning teaches readers everything they need to know to get going, from preparing inputs, interpreting outputs, evaluating results, to the algorithmic methods at the heart of successful data mining approaches. Extensive updates reflect the technical changes and modernizations that have taken place in the field since the last edition, including more recent deep learning content on such topics as GANs, transformers, BERT, GPT, VAE, adversarial examples, pre-training and fine-tuning, as well as a comprehensive treatment of ethical and responsible artificial intelligence topics. Authors Ian H. Witten, Eibe Frank, Mark A. Hall, and Christopher J. Pal, along with new

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

Every day we interact with machine learning systems offering individualized predictions for our entertainment, social connections, purchases, or health. These involve several modalities of data, from sequences of clicks to text, images, and social interactions. This book introduces common principles and methods that underpin the design of personalized predictive models for a variety of settings and modalities. The book begins by revising 'traditional' machine learning models, focusing on adapting them to settings involving user data, then presents techniques based on advanced principles such as matrix factorization, deep learning, and generative modeling, and concludes with a detailed study of the consequences and risks of deploying personalized predictive systems. A series of case studies in domains ranging from e-commerce to health plus hands-on projects and code examples will give readers understanding and experience with large-scale real-world datasets and the ability to design mod

Machine learning-a computer's ability to learn-is transforming our world: it is used to understand images, process text, make predictions by analyzing large amounts of data, and much more. It can be used in nearly every industry to improve efficiency and help stakeholders make better decisions. Whatever your industry or hobby, chances are that these modern artificial intelligence methods will be useful to you as well.Introduction to Machine Learning weaves reproducible coding examples into explanatory text to show what machine learning is, how it can be applied, and how it works. Perfect for anyone new to the world of AI or those looking to further their understanding, the text begins with a brief introduction to the Wolfram Language, the programming language used for the examples throughout the book. From there, readers are introduced to key concepts before exploring common methods and paradigms such as classification, regression, clustering, and deep learning. The math content is kep

This lucid, accessible introduction to supervised machine learning presents core concepts in a focused and logical way that is easy for beginners to follow. The author assumes basic calculus, linear algebra, probability and statistics but no prior exposure to machine learning. Coverage includes widely used traditional methods such as SVMs, boosted trees, HMMs, and LDAs, plus popular deep learning methods such as convolution neural nets, attention, transformers, and GANs. Organized in a coherent presentation framework that emphasizes the big picture, the text introduces each method clearly and concisely “from scratch” based on the fundamentals. All methods and algorithms are described by a clean and consistent style, with a minimum of unnecessary detail. Numerous case studies and concrete examples demonstrate how the methods can be applied in a variety of contexts.

This lucid, accessible introduction to supervised machine learning presents core concepts in a focused and logical way that is easy for beginners to follow. The author assumes basic calculus, linear algebra, probability and statistics but no prior exposure to machine learning. Coverage includes widely used traditional methods such as SVMs, boosted trees, HMMs, and LDAs, plus popular deep learning methods such as convolution neural nets, attention, transformers, and GANs. Organized in a coherent presentation framework that emphasizes the big picture, the text introduces each method clearly and concisely “from scratch” based on the fundamentals. All methods and algorithms are described by a clean and consistent style, with a minimum of unnecessary detail. Numerous case studies and concrete examples demonstrate how the methods can be applied in a variety of contexts.

This modern and self-contained book offers a clear and accessible introduction to the important topic of machine learning with neural networks. In addition to describing the mathematical principles of the topic, and its historical evolution, strong connections are drawn with underlying methods from statistical physics and current applications within science and engineering. Closely based around a well-established undergraduate course, this pedagogical text provides a solid understanding of the key aspects of modern machine learning with artificial neural networks, for students in physics, mathematics, and engineering. Numerous exercises expand and reinforce key concepts within the book and allow students to hone their programming skills. Frequent references to current research develop a detailed perspective on the state-of-the-art in machine learning research.

Machine Learning and Data Science in the Oil and Gas Industry explains how machine learning can be specifically tailored to oil and gas use cases. Petroleum engineers will learn when to use machine learning, how it is already used in oil and gas operations, and how to manage the data stream moving forward. Practical in its approach, the book explains all aspects of a data science or machine learning project, including the managerial parts of it that are so often the cause for failure.Several real-life case studies round out the book with topics such as predictive maintenance, soft sensing, and forecasting. Viewed as a guide book, this manual will lead a practitioner through the journey of a data science project in the oil and gas industry circumventing the pitfalls and articulating the business value.

Practical Deep Learning teaches total beginners how to build the datasets and models needed to train neural networks for your own DL projects.If you've been curious about machine learning but didn't k

Quickly scale up to Quantum computing and Quantum machine learning foundations and related mathematics and expose them to different use cases that can be solved through Quantum based algorithms.This b

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

With detailed notes, tables, and examples, this handy reference will help you navigate the basics of structured machine learning. Author Matt Harrison delivers a valuable guide that you can use for ad

The first machine-learning guide that helps you understand customers, frame decisions, and drive value Business Data Science reveals the best ways for utilizing machine learning (ML) to mak

Large-scale data analytics using machine learning (ML) underpins many modern data-driven applications. ML systems provide means of specifying and executing these ML workloads in an efficient and scala

This book constitutes the post-conference proceedings of the 4th International Conference on Machine Learning, Optimization, and Data Science, LOD 2018, held in Volterra, Italy, in September 2018.The

Gain practical skills in machine learning for finance, healthcare, and retail. This book uses a hands-on approach by providing case studies from each of these domains: you’ll see examples that demonst

Examine the latest technological advancements in building a scalable machine-learning model with big data using R. This second edition shows you how to work with a machine-learning algorithm and use i

Create real-world machine learning solutions using NumPy, pandas, matplotlib, and scikit-learnKey FeaturesDevelop a range of healthcare analytics projects using real-world datasetsImplement key machin