Text analytics with Python

從資料處理到圖論實踐─用Python及AI最強工具預測分析編寫特色‧數學 + 藝術——全圖解，極致視覺化，讓數學思想躍然紙上、生動有趣、一看就懂，同時提高大家的資料思維、幾何想像力、藝術感。‧零基礎——從零開始學習 Python 程式設計，從寫第一行程式到架設資料科學和機器學習應用，儘量將陡峭學習曲線拉平。‧知識網路——打破數學板塊之間的門檻，讓大家看到數學代數、幾何、線性代數、微積分、機率統計等板塊之間的聯繫，編織一張綿密的數學知識網路。‧動手——授人以魚不如授人以漁，和大家一起寫程式、創作數學動畫、互動 App。‧學習生態——構造自主探究式學習生態環境「紙質圖書 + 程式檔案 + 視覺化工具 + 思維導圖」，提供各種優質學習資源。‧理論 + 實踐——從加減乘除到機器學習，叢書內容安排由淺入深、螺旋上升，兼顧理論和實踐；在程式設計中學習數學，學習數學時解決實際問題。六大板塊資料處理、時間資料、圖論基礎、圖的分析、圖與矩陣、圖論實踐。這六大板塊都緊緊圍繞一個主題—資料！核心內容‧遺漏值視覺化與插補方法：提升金融與醫療資料的完整性與可用性 ‧離群值偵測與圖形分析技巧：應用直方圖與散布圖，提升資料的穩健性 ‧距離計算與相似度評估：聚類、分類與資料比對的核心運算 ‧從矩陣運算到特徵工程：建構資料分析的數學基礎與特徵空間 ‧時間序列資料建模與分解：提取趨勢與週期變化，進行銷售與市場預測 ‧高斯過程與回歸建模：以核函數掌握資料變化，實現時間與空間預測 ‧圖論與關聯性矩陣分析：掌握社群網路連接性與影響力的核心結構

從一隻貓、兩隻貓，到一群調皮搗蛋的貓咪們，這是一本讓孩子邊笑邊數數的歡樂圖畫書！結合押韻文字、翻翻頁與立體機關，讓數數變得好玩又驚喜。貓咪迷絕不能錯過的閱讀小冒險！A joyful, laugh-out-loud counting picture book with plenty of cat-itude!One cat, two cats, three cats, four. Five cats, six cats . . . how many more?In this interactive counting book with rhyming text, sturdy flaps and surprising pop-ups, you will meet 20 funny felines in lots of silly scenarios! This brilliantly bold picture book from Jonathan Emmett, the creator of Alphabet Street, and illustrator Rob Hodgson is the purrfect book for cat lovers, young and old.

Build your child's pre-reading skills with this rollicking sound book of nursery rhymes from the bestselling learn-to-read Bob Books program!My First Bob Books for babies, toddlers, and preschoolers are inspired by Bob Books, the bestselling phonics program that's been teaching children to learn to read for more than forty years. Developed with reading experts, My First Bob Books encourage a love of reading while simultaneously building foundational pre-reading skills. My First Bob Books -- Read. Play. Grow!Did you know that nursery rhymes can prepare your child to learn to read? This sound book collection of six classic nursery rhymes is a first words book, a pre-reading skills builder, and a child's first introduction to phonics all in one!In this fun read-aloud for toddlers and preschoolers, rhythmic, rhyming text buildsoral vocabulary and phonological awareness, two critical pre-reading skills. Toddlers will love matching pictures to sound buttons to hear entertaining sound effects

From poop-eating pups to supersmooth spy snakes, get a glimpse of our pets’ amazing secret lives with this funny and fact-filled exposé!Butt-sniffing dogs. Terrified tarantulas. Canaries with invisible force fields? Unlock your pet’s wildest behaviours in this hilarious (and sometimes shiver-worthy) illustrated guide to their secret lives, complete with exciting interviews with the scientists who research them.Back matter includes websites for do-it-yourself research, a bibliography of real studies and scientists, a glossary, and even some how-to-draws (how about tapeworms high-fiving on a poop rocket?). Bold, playful illustrations and witty text combine in this delightfully fun and gross page-flipper from the team behind Your Hidden Life: Unseen Jungle.

A fun rhyming kindergartner picture book based on the popular Would You Rather game, packed with choices about which animal to act like!Would you rather take things at a slow and steady pace?Or would you rather whizz around like every day’s a race?Get ready to play Would You Rather? Animals! In this laugh-out-loud rhyming picture book, preschool readers are given a fun choice on each page, with bouncy read-aloud text, bright, colourful illustrations and loads to spot along the way.With loads to discover about animals and what they like to do, plus an amazing fold-out game at the end and reading tips and talking points for parents and carers, this amazing book will keep preschool children occupied for hours!If you enjoyed this Would You Rather? book, look out for Would You Rather? Dinosaurs.

歡迎來到《Christmas Street》！跟著 Bear 和森林朋友一起倒數迎接聖誕。這本精緻的倒數書設計成可展開的立體村莊，藏有 24 扇驚喜小門，每天都有韻律感十足的短詩與可愛插圖等待揭曉。書頁背面更附親子活動，如寫信給聖誕老人、烤胡蘿蔔燕麥點心、裝飾薑餅屋、挑選聖誕樹等。搭配燙金封面與紅絲帶綁帶，是充滿節慶氛圍的完美禮物。亮點：．24 扇小門設計，每日開啟節日驚喜．附親子手作與互動活動．可展開成立體聖誕村莊展示Welcome friend to Christmas Street. Your timing's oh so good. Our Christmas countdown has begun -so let's explore the wood...Count down to Christmas with Bear and his woodland friends in this spectacular advent calendar book - with surprises hidden under 24 doors, festive activities to enjoy as a family and a magical fold-out village to display. Every day of December brings a delightful door to open, with fun, read-aloud rhyming text and gorgeous illustrations hidden behind 24 flaps. With fun, family-friendly activities on the reverse, including: - Tell a Christmas Story with Papa Bear- Write a Letter to Santa with Professor Owl- Bake Carrot Oat Bars for Rudolph with Mama Fox- Build a Snowdeer with the Deer Family- Decorate a Gingerbread Burrow with Bunny- Pick the Perfect Tree

Technology is everywhere these days. It's how we entertain ourselves, communicate, do work, and even order food and clothes. How can tech-savvy teens stay safe and protect themselves online? With relevant tips and topics in a Q&A format, this hi-lo series provides middle graders and high schoolers with the basics needed be a smart consumer of media and technology. What is artificial intelligence and how does it work? With relevant tips and resources on this timely topic, tech-savvy teens learn how businesses and everyday people are using AI as a tool, including pros and cons and how AI may be utilized in the future. A question-and-answer format, plus chapters designed to be read in any order, allow middle graders and high schoolers to easily search and find the information they are looking for to become smart consumers of media and technology. A hi-lo reading format pairs easy-to-read, insightful text with a stylish layout to keep readers informed and engaged. Includes a table of c

A wonderful interactive insight into castle life.Visit a stunning stone castle and be transported back in time in this carefully curated flap book. With highly detailed illustrations, entertaining, informative text and over 50 flaps to lift, readers can lower the drawbridge, explore the keep, indulge in a feast, compete in a joust and witness a castle siege.

《Python網路爬蟲專案開發全程實錄》精選 11個熱門的網路爬蟲專案，突出了實用性。具體專案包含：智慧破解驗證碼、手機資料爬取精靈、汽車之家圖片抓取工具、高清壁紙快車(多執行緒版)、多進程影視獵手、分散式爬取動態新聞資料、世界 500 強資料爬取與分析、二手房資訊智慧抓取分析系統、圖書熱銷偵探、APP 資料獲取先鋒、微信智慧型機器人。本書從軟體工程的角度出發，按照專案開發的順序，系統、全面地講解每一個專案的開發實現過程。體例上，每章一個專案，統一採用“開發背景一系統設計一技術準備一各功能模組的設計與實現一專案運行一源碼下載”的形式完整呈現專案，讓讀者快速積累實際項目經驗與技巧，早日實現就業目標。

Marvel’s X-Men favorite Storm and her super-powered friends introduce early readers to the basics of extreme weather and natural disasters, from tornadoes and blizzards to earthquakes and wildfires.When lightning cracks and thunder rumbles, there is no need to fear! Marvel’s superhero Storm is near! Pairing comic book illustrations with incredible photos and nonfiction text, this leveled reader invites kids to learn about a high-interest subject alongside some of their favorite characters. Sure to excite and educate, it’s filled with striking images and fascinating facts that will blow readers away! Featuring lively text carefully vetted by expert educators, National Geographic Kids Readers have something for kids at every reading level—from pre-readers who are just getting started to fluent Level 3 readers. National Geographic’s Level 1 Readers are perfect for kids who are starting to read, and for reluctant readers. Each book also includes a hands-on activity at the end to reinforce

Join Bizzy Bear and his friends at the local swimming pool this summer!Bizzy Bear is always busy and today he’s come to the local lido but he needs YOUR help to get in the pool! With sturdy mechanisms on every spread that put the reader at the heart of the action, can you get Bizzy Bear into his swimming costume and into the pool?Bizzy Bear’s adventure is told with rhyming text that children will love to join in with and guess the rhyming words. With more than thirty titles in the series, there’s a Bizzy Bear book for every occasion!Other titles to collect include:Camping TripDeepsea DiverDinosaur SafariPirate AdventureKnights CastleZoo RangerFarmyard Fun

本書是程式設計教科書暢銷作家洪維恩老師最新著作，經課堂實戰教學淬練，學生試讀試做習題回饋，規劃出適當學習節奏、自學/課堂授課均適用的 Python 入門學習教材，涵蓋多項特色，包括：\\ Visual Studio Code×Jupyter 雙環境教學 //以 Visual Studio Code 搭配內建 Jupyter 環境教學，單行形式小範例講解語法、函式用法等細節，可在 Jupyter 快速輸入程式碼驗證。學習到一小段落後，再搭配大範例使用 Visual Studio Code 執行獨立 .py 程式檔綜合應用，既可反覆練習刻印學習內容，也能夠體悟實際用途。\\ 程式碼與解說對頁編排、易學易讀不卡頓 //全書編排考量易讀性，範例以不跨頁為原則，程式碼與解說盡量安排在左右對頁，避免前後來回翻閱查找，只要攤開書頁，即可左右對照閱讀。對於抽象或是較為複雜的觀念，也搭配精心設計圖解，協助快速理解。像是 NumPy 裡多維度的資料概念，就提供立體圖解，不用自己在腦中費力想像。\\ 從基本語法到應用主題通包 //除變數、流程控制、容器、函數、物件導向的類別與繼承、檔案、異常處理等必學的基本語法外，也涵蓋機器學習與資料科學的共同基礎套件--NumPy 矩陣科學運算、Matplotlib 資料繪圖視覺化與 Pandas 資料處理分析，以及用途最廣的 BeautifulSoup 網路爬蟲與 Skimage 影像處理。\\ 完整習題解答與教師專用題庫 //本書提供依照章、節編排近 300 題的自我練習題，題目本身含解題指引，可先複習相關內文再嘗試解題，並且附有完整習題解答，學到哪裡、練到哪裡，最適合自學或是課後自我驗證學習成果。另外也提供學校用書授課老師專屬題庫，同樣以章節編排，可適度輔助課後作業或是階段測驗，並搭配有經實際授課驗證的投影片，教學節奏最流暢。\\ 關鍵概念深度剖析 //對於初學者容易卡關的地方，像是可變與不可變的物件、可雜湊與不可雜湊的物件，淺層拷貝與深層拷貝、遞迴函式、參數的傳遞等，都有相當篇幅的解說，讓學習者能夠清楚來龍去脈，而不只是照著生硬的規則套用，即使遇到問題也能依循學到的觀念解學。本書特色:□ 每章末均有豐富習題與完整解答驗證學習成效□ 另有教師專用題庫搭配檢視教學成果□ 採用 VScode、Github Copilot 業界工具□ 從基本語法到 N

Welcome toMiniTouch: On the Go! A gorgeous, giftable touch-and-feel book for little ones from birth upwards. Introduce vehicles and first words, and boost motor skills with sensory touch-and-feel fabrics.The MiniTouch series for babies aged 0–3 is packed full of developmental benefits. Fresh, stylish and playful with gently rhyming text, each book makes a beautiful addition to your child's playspace or bookshelf,forming an eye-catching collection.The content of each book covers core early learning concepts. There are two layers of learning: the first being topic-themed, such as vehicles, and the second being learning-based, such as first words. Theplayful rhyming text is perfect for engaging your childand will help develop their rhythm and rhyme as well as bringing added context to each new word.Each book in the series features a unique range of touch-and-feel areas, which are ideal for developing your child's motor skills as well as aiding sensory development. Fabrics such as corduroy

Who wants to join the marching band? EVERYONE is welcome in this energetic, anarchic adventure with artwork by award-winning Littlest Yak illustrator Kate Hindley. Kate Hindley's picture books have sold over 180,000 copies and have won awards including the Sainsbury's Children's Book Award, and Oscar's Book Prize. This band gets bigger and louder on every page! Watch out for wrecking balls on the building site, tigers roaring in the jungle and yetis on the mountain.Everyone wants to join the fun . . .even aliens in outer space! Then it's time to zoom back home, wishing everyone goodnight, one by one. Addictive rhyming text and fun repeated words. Wind-down to bedtime at the end of the story.Funny detailed scenes including a building site, a beach, a jungle and outer space. Encourages counting skills - count all 10 members of the marching band!Get ready to stomp your feet and march along in time with the band, and have lots of adventures and laughs along the way!

Meet the noisiest animals in the zoo, with five exciting sounds and a spectacular pop-up surprise at the end.From a roaring tiger to a trumpeting elephant, every animal in the zoo thinks it's the loudest one of all... and they're going to show you why! With hilarious rhyming text and exciting animal noises, this book is full of fun surprises to discover, as all the animals try to outdo each other!

Learn all about Abraham Lincoln. Make reading your superpower with our non-fiction DK Super Readers!Help your child power up their reading skills and learn all about US President Abraham Lincoln, with this fact-filled non-fiction reader - carefully levelled to help children progress.Abraham Lincoln is a beautifully designed reader which will help children to learn all about the life of Abraham Lincoln, who rose from a Kentucky farm childhood to become the iconic president who ended slavery.The engaging text has been carefully levelled using Lexiles so that children are set up to succeed.A motivating introduction to using essential non-fiction reading skills.Children will love to find out about this renowned president's life and achievements.

Learn all about the brave diarist, Anne Frank. Make reading your superpower with our non-fiction DK Super Readers!Help your child power up their reading skills and learn all about Anne Frank, with this fact-filled non-fiction reader - carefully levelled to help children progress. Anne Frank is a beautifully designed reader offering a sensitive telling of the life of a young Jewish girl under Nazi occupation - using her own words preserved in her diary. The engaging text has been carefully levelled using Lexiles so that children are set up to succeed. A motivating introduction to using essential non-fiction reading skills. Children will love to find out about this renowned young writer's extraordinary life.

Learn all about the life of Helen Keller. Make reading your superpower with our non-fiction DK Super Readers! Help your child power up their reading skills and learn all about the life of Helen Keller, with this fact-filled nonfiction reader - carefully leveled to help children progress.Helen Keller is a beautifully designed reader offering a sensitive account of the life of Helen Keller, a young girl unable to see and hear who grew into an extraordinary scholar and role model.The engaging text has been carefully leveled using Lexile so that children are set up to succeed.A motivating introduction to using essential nonfiction reading skills.Children will love to find out about this courageous young woman's success in the face of many challenges.

You'd better not tickle the dolphin... because it might just squeak if you do!Babies and toddlers just won't be able to resist tickling the touchy-feely patches to hear each sea animal make a sound in this hilarious novelty book. At the end, readers will find all the sea creatures being noisy at once in a musical finale guaranteed to get little ones dancing along.An exciting new series for babies and toddlers, from the creators of That's not my... With over 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

An interactive board book adaptation of the Dr. Seuss classic—featuring 12 different sounds! A perfect choice for celebrating Pop on Father's Day and all year long!This interactive adaptation of the classic bestseller will have babies and toddlers giggling with glee! Featuring simple rhymed text that teaches the basics of word construction, combined with wacky illustrations that help decode the words, children can press the matching buttons and listen to sounds that bring the story to life.

Ember and the other pets come face-to-face with two evil raccoons who are hungry for revenge and have a plan to sabotage the neighborhood!Pick a book. Grow a Reader!This series is part of Scholastic's early chapter book line, Branches, aimed at newly independent readers. With easy-to-read text, high-interest content, fast-paced plots, and illustrations on every page, these books will boost reading confidence and stamina. Branches books help readers grow!Ember comes face-to-face with evil twin sister raccoons who are looking for trouble! Will Ember and the other pets be able to stop the raccoons from plotting revenge against the entire neighborhood? With laugh-out-loud humor, engaging artwork on every page, and nonstop action that will have readers rushing to turn the pages, Pets Rule! is the just-right series for any emerging reader!

The third in a series of shaped Moomin board books, with a brand-new story based on Tove's classic world and characters, and with flaps to lift and things to spot throughout.Come and explore the Observatory in this brand new story based on Tove Jansson's magical world of Moominvalley.Moomintroll and Snorkmaiden are following a trail of green smoke as they serach for a Martian in the Observatory . . . but what will happen when they find him? Join Moomintroll and Snorkmaiden as they find mysterious things happening while they follow the smoke, past Stinky, Little My and some shrunken Moomins and creeps. Along the way, lift the flaps to explore rooms, peek into cupboards and peer behind doors. There are all kinds of wonderful things to find!With simple text, things to spot and flaps to lift on every page, In the Observatory is the perfect introduction for little ones to Tove Jansson's world of Moominvalley.Also available: In the Moominhouse and In the Lighthouse

The Eerie Elementary series follows Sam Graves, a student who discovers his school is actually a living monster! As the newly appointed "Hall Monitor," Sam and his friends must uncover the school’s secrets and protect their classmates. This box set includes the 10 books with bonus CD narration and StoryPlus features to support reading and listening skills.This series is part of Scholastic's early chapter book line called Branches, which is aimed at newly independent readers. With easy-to-read text, high-interest content, fast-paced plots, and illustrations on every page, these books will boost reading confidence and stamina. Branches books help readers grow!

TRUE STORIES OF DETERMINATION AND DISCOVERY This collection features 25 inspiring tales of women in science, technology, engineering, and math. Read about how these women solved problems, made incredible breakthroughs, and paved the way for future scientists everywhere. Create a computer with mathematician Ada Lovelace. Design a robot with engineer Cynthia Breazeal. And help others with Rebecca Lee Crumpler, the first African American woman to become a doctor of medicine. This book pairs inspiring, easy-to-read text with colorful full-page portraits created by female and nonbinary artists from all around the world. Plus, scannable codes let you listen to longer stories on the Rebel Girls app!

AI獨家解密－DALL•E、Midjourney、Stable Diffusion Python打開圖片生成原理潘朵拉盒子https://youtu.be/CnuH71v4qXc✴︎AIGC 核心概念：快速掌握 AI 生成內容的關鍵技術。✴︎影像生成技術：解密 GAN、擴散模型、VAE 的運作原理。✴︎Stable Diffusion：深入解析 VAE、CLIP、交叉注意力等技術。✴︎頂尖 AI 模型：比較 DALL•E 2、Imagen、DeepFloyd 的特色。✴︎熱門工具剖析：Midjourney、SDXL、DALL•E 3 詳細解讀。✴︎多模態 AI：探索 AI 如何融合文本、影像與聲音。✴︎影像變形技術：解讀 unCLIP、Stable Diffusion 的影像加工能力。✴︎完整實作指南：手把手帶你訓練 Stable Diffusion。✴︎低成本 AI 訓練：用 LoRA 技術輕鬆微調 AI 模型。✴︎開源生態與應用：進入 AI 創作與技術社群。✴︎產業應用解析：AIGC 在藝術、廣告、遊戲等領域的發展。✴︎適合所有讀者：AI 新手、創作者、技術專家都適用。

From a snorting pig to a crowing cockerel, every animal on the farm thinks it's the loudest one of all... and they're going to show you why! With hilarious rhyming text and exciting animal noises, this book is full of fun surprises to discover, as all the animals try to outdo each other!

內容簡介:來自Amazon讀者的好評📢「這本書是LLM新手的理想入門書，簡單易懂的 Python範例，幫助我輕鬆學會在應用程式中運用GPT技術。」「書中提供很多實用的OpenAI API使用建議，並包含清晰的範例和經驗分享。讓我節省了大量搜尋和試錯的時間，是學習GPT開發的絕佳資源。」來自業界專家的推薦📢「透過實用範例與逐步指南，作者為前沿應用開發鋪設了清晰的道路。」——Tom Taulli，《Generative AI》（Apress）作者「完美結合理論與實作，讓GPT-4和ChatGPT的技術細節變得易於理解。」——Lucas Soares，Biometrid機器學習工程師🌟 AI正在改變開發世界，準備好加入這場革新了嗎？本書帶你掌握ChatGPT與LLM的強大功能，從文字生成、智慧問答到提示工程、模型微調。用Python就能讓AI成為你最棒的開發夥伴！本書提供：✅ 從零開始：快速理解 LLM 原理，掌握 ChatGPT 應用開發核心技術✅ 實戰導向：使用 OpenAI API，打造各種 AI 功能，包括智能助理與問答系統✅ 進階技巧：提示工程、RAG、LangChain、LlamaIndex，優化AI效能✅ 完整範例：GitHub 程式碼+逐步指引，動手實作 AI 應用🎯 不論你是開發者、數據工程師，還是 AI 愛好者，本書都是你進入AI應用開發領域的最佳幫手！----------------------------------------------「透過實用範例與逐步指南，作者為前沿應用開發鋪設了清晰的道路。」——Tom Taulli，《Generative AI》（Apress）作者「完美結合理論與實作，讓GPT-4和ChatGPT的技術細節變得易於理解。」——Lucas Soares，Biometrid機器學習工程師這本書是Python開發者的理想指南，可為學習如何使用大型語言模型來開發應用程式提供協助。作者Olivier Caelen和Marie-Alice Blete詳細介紹了GPT-4和GPT-3.5模型的主要功能與優勢，並深入解釋這些模型的運作原理。此外，書中還提供了使用OpenAI的Python函式庫進行應用程式開發的步驟指南，包括文本生成、問答系統和智慧助裡等應用。本書以清晰易懂的敘述方式撰寫，搭配簡單易學的範例，幫助讀者理解概念並

Learn what happens when dinosaurs come to life! Make reading your superpower with our non-fiction DK Super Readers!Help your child power up their reading skills and learn all a colorful cast of characters, with this fun-filled non-fiction reader - carefully levelled to help children progress. Deadly Dinosaurs is a beautifully designed reader introducing different dinosaurs to young children through fun, narrative non-fiction. The engaging text has been carefully levelled using Lexiles so that children are set up to succeed. A motivating introduction to using essential non-fiction reading skills. Children will love to find out about dinosaur mayhem at the museum!

Learn all about chocolate! Make reading your superpower with our non-fiction DK Super Readers.Help your child power up their reading skills and learn all about the history and production of chocolate, with this fun-filled non-fiction reader - carefully levelled to help children progress. The Story of Chocolate is a beautifully designed reader which will tell children where their favorite sweet treat comes from! The engaging text has been carefully levelled using Lexiles so that children are set up to succeed. A motivating introduction to using essential non-fiction reading skills. Children will love to find out about the history, production and different kinds of chocolate.

Drake and Worm go on an adventure with the Dream Dragon in the latest action-packed installment of this New York Times bestselling series perfect for newly independent readers!Pick a book. Grow a Reader!This series is part of Scholastic's early chapter book line, Branches, aimed at newly independent readers. With easy-to-read text, high-interest content, fast-paced plots, and illustrations on every page, these books will boost reading confidence and stamina. Branches books help readers grow!Evil wizard Zoltan has entered the Dream World without permission. He is searching for the Dream Fountain. Anyone who drinks from it can make their dreams real! With the help of Mamu, a Dream Dragon, and her Dragon Master Kishar, Drake and Worm chase after Zoltan in the Dream World. Can the Dragon Masters stop the wizard before he reaches the fountain? And what is Zoltan's evil plan?With engaging black-and-white artwork on every page, kids won't be able to put down this page-turning adventure!

AI時代Math元年 - 用Python全精通機器學習 ?? 迴歸分析：深度挖掘資料中變數間的關聯性與規律 ?? 線性迴歸：透過直線模型解讀簡單資料的趨勢與變化 ?? 多元線性迴歸：建構高維資料模型，分析多重影響因素 ?? 非線性迴歸：處理複雜資料模式，探索非線性關係的應用 ?? 正規化迴歸：透過嶺回歸與套索迴歸有效抑制模型過擬合 ?? 貝氏迴歸：結合先驗知識與數據，實現貝氏統計推斷 ?? 高斯過程：深入了解從理論到應用的高斯模型方法 ?? k最近鄰分類：運用鄰近資料進行分類與迴歸的經典算法 ?? 決策樹：以層次結構實現資料分類與回歸的靈活應用 ?? 支援向量機：應對高維資料，實現精確分類與回歸分析 ?? 主成分分析：透過降維技術提取資料中的核心特徵與模式 ?? K平均值聚類：快速分群分析，尋找資料內部結構與規律 ?? 高斯混合模型：運用軟聚類技術實現精細的資料分群 ?? 最大期望演算法：優化模型參數，提升聚類與估計效能

Ursula K. Le Guin's timeless and revered A Wizard of Earthsea is reimagined in a richly expansive graphic novel by acclaimed artist Fred Fordham, creator of stunning adaptations To Kill a Mockingbird and Brave New World."The magic of Earthsea is primal; the lessons of Earthsea remain as potent, as wise, and as necessary as anyone could dream." --Neil GaimanGed was the greatest sorcerer in Earthsea, but in his youth he was the reckless Sparrowhawk. In his hunger for power and knowledge, he tampered with long-held secrets and unleashed a terrible shadow upon the world. This is the tumultuous tale of his testing, how he mastered the mighty words of power, tamed an ancient dragon, and crossed death's threshold to restore the balance.Experience the bestselling first adventure of Ursula K. Le Guin's Earthsea Cycle as a masterly crafted graphic novel. Fred Fordham brings new life to Le Guin's iconic fantasy classic with his breathtaking illustrations and thoughtful text adaptation.

Alice Melvin's award-winning Mouse is back for another mindful adventure in nature.Join Mouse on his summer holiday by the seaside. Each day brings new excitement, from sandcastles on the beach to ice creams on the promenade, sunbathing on the sand dunes to looking for treasures amongst the rock pools! Beautifully detailed illustrations feature many plants and animals to identify, and the atmospheric rhyming text sets the scene for this perfect summer holiday.The book also features a nature guide with fascinating facts about the different habitats and wildlife that Mouse has come across.

Learn all about a firefighter’s day. Make reading your superpower with our non-fiction DK Super Readers!Help your child power up their reading skills and learn all about a day in the life of a firefighter, with this fun-filled non-fiction reader – carefully levelled to help children progress.A Day in the Life of a Firefighter is a beautifully designed reader which will help children to develop social awareness through stunning images of a firefighter’s important work.The engaging text has been carefully levelled using Lexiles so that children are set up to succeed.A motivating introduction to using essential non-fiction reading skills.Children will love to find out about the unique and important job of a firefighter.

Full of magic, mermaids, and friendship, Coral Keepers is the perfect epic underwater early chapter book series for newly independent readers!Pick a book. Grow a Reader! This series is part of Scholastic's early chapter book line, Branches, aimed at newly independent readers. With easy-to-read text, high-interest content, fast-paced plots, and illustrations on every page, these books will boost reading confidence and stamina. Branches books help readers grow!More than anything, Princess Finn and her friends, Moon and Link, want to become Coral Keepers -- mermaid magicians sworn to protect the Queendom of Anjeea. Finn is a shark magician, but she is struggling to pass her shark-magic test. And now, an evil magician named Rozaro is plotting to steal the throne! Only the power of the Silver Shell can stop him. Can Finn master her shark magic, find the magical shell, and protect Anjeea?With engaging black-and-white artwork on every page, kids won't be able to put down this magical, underwa

雖然很多深度學習工具都使用Python，但PyTorch 庫是真正具備Python 風格的。對於任何瞭解NumPy 和scikit-learn 等工具的人來說，上手PyTorch 輕而易舉。PyTorch 在不犧牲高級特性的情況下簡化了深度學習，它非常適合構建快速模型，並且可以平穩地從個人應用擴展到企業級應用。由於像蘋果、Facebook和摩根大通這樣的公司都使用PyTorch，所以當你掌握了PyTorth，就會擁有更多的職業選擇。本書是教你使用 PyTorch 創建神經網絡和深度學習系統的實用指南。它幫助讀者快速從零開始構建一個真實示例：腫瘤圖像分類器。在此過程中，它涵蓋了整個深度學習管道的關鍵實踐，包括 PyTorch張量 API、用 Python 加載數據、監控訓練以及將結果進行可視化展示。本書主要內容：（1）訓練深層神經網絡；（2）實現模塊和損失函數；（3）使用 PyTorch Hub 預先訓練的模型；（4）探索在 Jupyter Notebooks 中編寫示例代碼。本書適用於對深度學習感興趣的 Python 程序員。瞭解深度學習的基礎知識對閱讀本書有一定的幫助，但讀者無須具有使用 PyTorch 或其他深度學習框架的經驗。

基於實用、易學的原則，從功能、使用、原理等多個維度對Pandas做了全方位的詳細講解。本書是Python數據分析入門書，每個概念都通過簡單實例來闡述，便於讀者理解與上手。具體內容包括：Python及Pandas基礎知識，加載和查看數據集，Pandas的DataFrame對象和Series對象，使用matplotlib、seaborn和Pandas提供的繪圖方法為探索性數據分析作圖，連接與合併數據集，處理缺失數據，清理數據，轉換數據類型，處理字符串，應用函數，分組操作，擬合及評估模型，正則化方法與聚類技術等。

The twelfth Branches early chapter book featuring everyone's favorite pug, Bub, and his human, Bella!Pick a book. Grow a Reader!This series is part of Scholastic's early chapter book line, Branches, aimed at newly independent readers. With easy-to-read text, high-interest content, fast-paced plots, and illustrations on every page, these books will boost reading confidence and stamina. Branches books help readers grow!Bub is so excited to perform in Bella's pet choir with Duchess and Luna. But then Bub hurts his leg and he has to wear a BIG BAD CONE! He's crushed that the cone doesn't match his costume. Can Bub's friends convince him that the show must go on?With full-color artwork throughout, this funny and charming diary-format early chapter book is perfect for anyone who believes a furry pal is the best kind of friend.

Get to know global superstar Beyoncé in this push, pull and slide book. Perfect for little members of the Beyhive!Little Superstars: Beyoncéis an interactive introduction to the influential singer, performer and businesswoman, and empowers young children to follow their dreams.Push, pull and slide the scenes to discover Beyoncé’s incredible life story, and even dance and sing along with her!With bright, colourful illustrations by Jayri Gómez, fun rhyming text and lots of detail to spot, young children will want to revisit this book again and again.

Get to know global superstar Taylor Swift in this push, pull and slide book. Perfect for little Swifties!Little Superstars: Tayloris an interactive introduction to the chart-topping singer and songwriter, and empowers young children to follow their dreams.Push, pull and slide the scenes to discover Taylor’s incredible life story, play along with her cats at home and even join Taylor on stage! Can you also find all the Taylor Swift Easter eggs hidden throughout?With bright, colourful illustrations by Mariana Avila Lagunes, fun rhyming text and lots of detail to spot, young children will want to revisit this book again and again.