Python Data Science Handbook

APCS為Advanced Placement Computer Science的英文縮寫，是指「大學程式設計先修檢測」。APCS考試類型包括：觀念題及實作題。觀念題是以單選題的方式進行測驗，考試重點在於程式設計概念、解決問題的運算思維或理解演算法的基礎觀念。在程式設計實作題可自行選擇以 C、C++、Java、Python 撰寫程式，本書的實作題程式是以C++為主。本書會以C++的語法架構為主，並根據APCS公告的觀念題及實作題，分別安排到各章的主題之中，主要目的就是希望讀者在學習完某一特定主題後，可以馬上測試相關的APCS觀念題，如此的安排更可以幫助各位讀者學以致用，清楚掌握考試的重點。為了降低讀者的學習障礙，本書範例都是完整的程式碼，以實作來引導觀念，全書程式都已在DEV C++的環璄下正確編譯與執行。期許本書能幫助各位具備以C++的程式設計基本能力，並完全具備應試APCS的程式設計實作能力，筆者相信經過本書的課程安排及訓練後，各位已紮實地培養了分析題目、提出解決方案及以C++設計程式的實作能力。

破譯武林招式，看懂程式設計！‧郭靖的小紅馬在Scratch裡能任意變色？‧韋小寶加盟天地會誓詞是高階程式語言？‧黃蓉的計算能力比Python還強？‧用費波那契數列就能進入桃花島？以武俠小說的場景為媒介，讓武林絕招和程式設計理論緊密結合。只要你摸過電腦、玩過電動遊戲，熟悉鍵盤和滑鼠的操作，就能讀懂本書的程式邏輯。讀者朋友可以一邊學習編寫程式的基礎知識，一邊跟著範例練習編寫代碼，不但能真正感受到程式設計的樂趣，還能解決生活中很多意想不到的大小問題。本書從用PowerPoint製作基本動畫講起，再進入麻省理工學院開發的入門級動畫軟體Scratch，最後敲開程式設計的利器Python，循序漸進帶領讀者朋友理解程式世界的奧祕，並享受數位科技帶來的樂趣。「如果你擁有電腦，卻沒有安裝Python，那叫暴殄天物。」～李開周

Everyday STEM Technology: Energy makes science relevant to tweens. Instead of telling kids STEM is important and is the key to their “future success,” these books show readers how we use science, tech

Pluto has not been a planet since 2006. But this tiny world still inspires people of all ages while sparking controversy. In this delightfully witty book, astronomer Dean Regas teaches you how to educate your grown-up about the cutting-edge science of space, most crucially the reason why Pluto is NOT a planet any more.Delving into the history of space discoveries, the key players who have helped our understanding of the universe (including the 11-year-old girl who named Pluto in the first place) and the ever-changing nature of science, this book will equip every reader with the tools they need to bring their grown-ups fully up to speed, and to sneak in as many amazing astronomical facts as possible. And there's a handy quiz at the end so that you can check your grown-up has been paying attention!

"We need more beautifully illustrated and involving non-fiction like this. Wade and Castrillon introduce nanoscience with perfect clarity and inviting pictures." - The Sunday Times "Beautiful ... plunges deep into the world of atoms, materials and the applications of nanoscience, with accessible text and richly shaded pictures." - Guardian This exciting non-fiction picture book introduces young readers to the fascinating (and cutting-edge) science of the very, very small.Everything is made from something - but the way we make things, from the materials we use to the science and technology involved, is changing fast. Nano offers a fascinating narrative introduction to this cutting-edge area of STEM, better known by the name "nanotechnology". With words by Dr Jess Wade - a highly skilled physicist and trailblazing campaigner for diversity in STEM fields - and beautiful, dynamic pictures by award-winning artist Melissa Castrillon, this is the perfect book for budding young scientists and

本書講述了在教科書或科普書籍中找不到的科學發現的真實故事，書中所介紹的科學家是一個多元群體，從中國女化學家屠呦呦到「消化生理學之父」威廉·博蒙特(William Beaumont)和他身有殘疾的助手--亞歷克西斯·聖馬丁(Alexis St. Martin)，他們的研究開創了人類對於消化系統的認識，包含了地球科學、化學、醫學、與天文學四大主題。除了歷史之外，讀者還可以了解到每項科學發現背後的原理！後記為充滿好奇心的讀者提供了額外的資訊和延伸閱讀。介紹的科學家:• Walter & Luis Alvarez (物理學家，諾貝爾物理學得主)• Alfred Wegener(地質學家，提出大陸漂移說)• Mario Molina & Sherwood Rowland (化學家，發現臭氧層破壞)• Tu Youyou (醫藥學家，諾貝爾醫學獎得主)• Henri Becquerel(物理學家，開創放射性物理學)• Florence Nightingale (英國護士與統計學家)• William Beaumont & Alexis St. Martin (消化生理學家與他的助手)• Daniel Hale Williams(外科醫師，世界首例成功的心臟手術)• Arno Penzias & Robert Wilson(天體物理學家，發現了宇宙微波背景輻射)• Henrietta Swan Leavitt (天文學家，發現了星體亮度變化的規律)Science Discovery Files: 10 Forgotten Stories of Incredible Scientists tells real stories of scientific discoveries that you cannot find in textbooks or popular science books. The scientists featured are a diverse group, from female Chinese chemist Tu Youyou to William Beaumont and his handicapped assistant Alexis St. Martin, who helped pioneer studies in

內容介紹: 別再傻傻只選一個模型訓練很多模型，卻不知道應該選哪一個？沒有一個模型達標？每個模型都有其優缺點，無法取捨？小朋友才做選擇，大人全都要！你該試試集成式學習！集成式學習是使用 2 種或更多的機器學習演算法，來組合出預測能力更好的模型。DeepMind 已經使用集成式學習來組合多個神經網路，控制 Google 資料中心的運作效能；集成式學習技術也在 Kaggle 平台上，席捲了各個競賽的第一名寶座。因此，集成式學習是建立出更具威力的模型，不可或缺的技術之一。本書會介紹實務上常見的集成式學習演算法，如硬投票、軟投票、堆疊法、自助聚合法、適應提升法、梯度提升法、隨機森林、極端隨機樹等，並且使用熱門的 scikit-learn、Keras、OpenEnsembles、XGBoost 等 Python 函式庫來實作各種不同的集成式學習技術，建構出一個強大的模型。熟稔本書的內容後，不但可以精通集成式學習，在實際情境中面對問題時，亦能具備充分的專業知識判斷適用的集成式學習方法，並成功實作它們。書中採用「做中學」的方式，讓你不僅可以快速掌握理論基礎，也能了解各種集成式學習技術的實作，再加上運用真實世界中的資料集，你將能夠建立出更佳的機器學習模型，以解決各種問題，包含迴歸、分類、分群。現在翻開本書，讓我們一起進入集成式學習的世界，整合你所會的全部技術，打造最強大的模型。 本書特色: ● 繁體中文第 1 本集成式學習專書，告訴你不要再傻傻地只選一個模型● 完整介紹集成式學習中常見的演算法，包含極端隨機樹、堆疊法、自助聚合法、提升法等● 一書掌握實作集成式學習的必備套件，如 Scikit-Learn、OpenEnsembles、XGBoost 等● 用 Python 刻演算法給你看，接著告訴你怎麼用套件。讓你不只會做，還懂為什麼這麼做● 以 5 個實務案例來展示集成式學習的威力● 本書由施威銘研究室監修，內容易讀易懂，並加入大量「小編補充」補充必要知識● 本書 Python 範例程式免費下載

Oh dear . . . when Pip shows up with a new look that's just as much of a surprise to him as to Zoey and Sassafras, the trio knows something strange is happening in the forest. They retrace Pip's steps only to see another magical friend change right before their eyes It's up to the team to figure out what is happening and how to change the magical animals back before things get any more serious . . .Each story in the Zoey and Sassafras series features a new magical animal with a problem that must be solved using science. There isn't a set formula for each book; Zoey sometimes needs to run experiments, while other times she needs to investigate a mystery, and yet other times she needs to do research. Zoey models how to keep a science journal through her handwritten entries in each story. Each story is complete with a glossary of the kid-friendly definitions for scientific terms used. The series highlights child-led inquiry science and the topics covered align with both Common Core and Ne

AI影像深度學習啟蒙 : 用python進行人臉口罩識別 本書涵蓋的內容有 ★線上平台COLAB使用教學 ★本機電腦Jupyter使用教學 ★基本運算、變數與字串 ★串列、元組、集合與字典 ★流程控制if else ★流程控制for與while ★函數、類別與物件 ★資料夾與檔案處理 ★txt、csv、json文件的讀寫 ★基礎套件的使用 ★Numpy的使用 ★OpenCV的使用 ★完整Tensorflow安裝流程 ★Tensorflow的使用 ★類神經網路(ANN)原理與實作 ★卷積神經網路(CNN)原理與實作 ★模型可視化工具Netron的使用 ★口罩識別模型教學 ★影像串流與實時口罩識別 這是一本想給非資電領域或初學者的入門書籍，內容從基礎語法開始，使用日常所見的比喻協助理解，在AI類神經網路的基礎部分，使用大家都熟悉的二元一次方程式來切入，多以圖表來說明概念，避免艱澀的數學推導，一步一步講解建立深度學習模型的步驟，書本最後還帶入口罩識別模型的教學實例，協助讀者從頭到尾完成一個專題，讓AI更貼近你我的生活。

Python網路爬蟲大數據擷取、清洗、儲存與分析王者歸來(第二版)★★★本書第一版是【博客來2020年】【電腦書年度暢銷榜第3名】★★★★★★★★【26個主題】+【400個實例】★★★★★★★★★★從【零】開始的【網路爬蟲入門書籍】★★★★★★★★★★大數據【擷取】、【清洗】、【儲存與分析】★★★★★★★★★★【網路趨勢】+【了解輿情】★★★★★第二版和第一版做比較，增加下列內容：★：全書增加約50個程式實例★：網路趨勢，了解輿情★：網路關鍵字查詢★：YouBike資訊★：國際金融資料查詢★：博客來圖書排行榜★：中央氣象局★：租屋網站★：生活應用下列是本書有關網路爬蟲知識的主要內容：★：認識搜尋引擎與網路爬蟲★：認識約定成俗的協議robots.txt★：從零開始解析HTML網頁★：認識與使用Chrome開發人員環境解析網頁★：認識Python內建urllib、urllib2模組，同時介紹好用的requests模組★：說明lxml模組★：Selenium模組★：XPath方法解說★：css定位網頁元素★：Cookie觀念★：自動填寫表單★：使用IP代理服務與實作★：偵測IP★：更進一步解說更新的模組Requests-HTML ★：認識適用大型爬蟲框架的Scrapy模組在書籍內容，筆者設計爬蟲程式探索下列相關網站：☆：國際與國內股市資訊☆：基金資訊☆：股市數據☆：人力銀行☆：維基網站☆：主流媒體網站☆：政府開放數據網站☆：YouBike服務網站☆：PTT網站☆：電影網站☆：星座網站☆：小說網站☆：博客來網站☆：中央氣象局☆：露天拍賣網站☆：httpbin網站☆：python.org網站☆：github.com網站☆：ipstack.com網站API實作☆：Google API實作☆：Facebook API實作探索網站成功後，筆者也說明下列如何下載或儲存不同資料格式的數據：★：CSV檔案格式★：JSON檔案格式★：XML、Pickle★：Excel★：SQLite在設計爬蟲階段我們可能會碰上一些技術問題，筆者也以實例解決下列相關問題：☆：URL編碼與中文網址觀念☆：將中文儲存在JSON格式檔案☆：亂碼處理☆：簡體中文在繁體中文Windows環境資料下載與儲存☆：解析Ajax動態加載網頁，獲得更多頁次資料☆：使用Chromium瀏覽器協助Ajax動態加載

Boom! Snap! Whiz! Zap! The Magnificent Makers chapter book series is filled with science, adventure, and characters kids will love! Every book includes two science activities kids can do at home!This

Ⓞ 16 堂課引領入門, 學得會、做得順的絕佳教材！Ⓞ 最詳盡的深度學習基石書, CNN + RNN + GAN + DQN + DRL 各種模型學好學滿初學者想要自學深度學習 (Deep Learning), 可以在市面上找到一大堆「用 Python 學深度學習」、「用 xxx 框架快速上手深度學習」的書；也有不少書說「請從數學複習起！」, 捲起袖子好好探究底層那些數學原理......但過早切入

Steve Spangler’s Super-Cool Science Experiments for Kids is a collection of 50 startling projects that encourage kids to question the world around them and how it works.This book presents the most ama

EUREKA! Great things happen when science crosses history! Discover the all-true stories of your favorite inventions with this new multicultural STEM series that takes readers on a journey through time

什麼是生物醫學資訊學專家？他們的工作做些什麼呢？作者Kevin曾是一個像是你我一樣的孩子，但長大後他成為一名生物醫學資訊學專家！Kevin從小就熱愛科學和動物，這種熱情加上他的工程學天賦，使他成為一名專門研究生物醫學資訊學的小兒科醫生——使用資訊科學來改善醫療保健。Who Me? 系列是由科學家本人和范德比大學 (Vanderbilt University)的合著者一同撰寫。透過科學家們鼓舞人心的的傳記，讓小讀者了解到，科學家都是像我們一樣的普通人，因為對學習和發現新事物的熱愛，一路上努力學習，並為自己創造機會並爭取成為科學家的機會，在了解科學家的成長故事的過程中，讀者除了能從中認識基本的科學概念，也能認識科學家現在所從事的尖端研究。What is a biomedical informatics expert? What does he or she do?Meet Kevin, a kid like you and me, who grew up to become a biomedical informatics expert! Kevin grew up loving science and caring for animals, and this passion, combined with his engineering aptitude, turned him into a pediatrician specializing in biomedical informatics — using computers and data science to improve health care.The Who Me? series features inspirational biographies of scientists who young readers will be able to identify with as people like themselves. Written by the scientists themselves and co-authors from Vanderbilt University, the books are designed to help young readers understand that sc

哈伯實業DATA MATE──創立於1985年，以DATA MATE行銷世界，並為歐洲、美國、日本等品牌ODM代工，以及國內各大機關公司企業提供完善多元之整體服務，為工商日誌、萬用手冊之領導品牌。DATA MATE本著專業技術、堅持嚴謹的品質保證，追求產品創新設計，不斷提升效率產能降低成本，使我們在二十一世紀繼續保持領先。品名：現代美學 6孔夾活頁萬用手冊 B6材質：PU變色皮包裝規格：H21xW

內容介紹: 你從未見過如此完整的 Go 語言中文教材！Go 語言☛ 2016 年被 TIOBE 選為年度最佳程式語言☛ 2020 年 Stack Overflow調查為 『全球第三高薪開發者職業』☛ 2020 年超越 Python 成為『職業開發者最想學習語言』☛ 已被 Google、Dropbox、Twitch、Uber 等企業採用，也用來打造 Docker、Kubernetes

From the mysteries and wonders of the natural world to man-made marvels in science, technology, and innovation, planet Earth is full of fun and fascinating things to discover at any age. Although most

From the mysteries and wonders of the natural world to man-made marvels in science, technology, and innovation, planet Earth is full of fun and fascinating things to discover at any age. Although most

A fascinating look at the treatment of depression, blending journalism, science, history, and memoir, by an award-winning science writer.What is depression? Is it a persistent low mood or a complex ra

AS HEARD ON NPR'S "SCIENCE FRIDAY"Discover the book that Malcolm Gladwell, Susan Cain, Daniel Pink, and Adam Grant want you to read this year, an "accessible, informative, and hilarious" introduction

吃進肚子的東西，到底經歷了什麼神奇旅程？跟著一位腸道裡的「好菌導遊」，你將探訪人體消化系統：嘴巴怎麼開始消化？胃為什麼會咕嚕叫？還有肝臟、腸道、腺體和許多你可能從沒想過的器官祕密！這本圖像式科普漫畫以幽默畫風和誇張情節，讓讀者一邊大笑、一邊認識身體運作機制。Chew on this! Science Comics: The Digestive System is the latest volume in First Second’s action-packed nonfiction graphic novel series for middle-grade readers!Every volume of Science Comics offers a complete introduction to a particular topic―dinosaurs, the solar system, volcanoes, bats, robots, and more. These gorgeously illustrated graphic novels offer wildly entertaining views of their subjects. Whether you're a fourth grader doing a natural science unit at school or a thirty-year-old with a secret passion for airplanes, these books are for you!In this volume, visit the inside of your mouth, stomach, liver, intestines, and other organs that make up the gastrointestinal tract! Your guide to the gut is a friendly bacterium who will take you on a journey beyond imagination. Uncover how food is transformed into nutrients! Explore strange and dangerous glands

《World of Science 科學世界》透過全彩的生動漫畫，激發孩子對科學主題的興趣。本套書涵蓋多元的科學主題，並符合亞太地區的劍橋小學課程大綱。書中結合擴增實境(AR)增強學習的互動與體驗，書中生動的3D立體人物對話、動物叫聲、植物型態，加上遊戲及小測驗，讓家長與孩子一同享受邊遊戲邊學習的樂趣。*本書擴增實境(AR)互動功能，需依書中說明下載APP(Snap Learn)後使用。第一輯，共

《World of Science 科學世界》透過全彩的生動漫畫，激發孩子對科學主題的興趣。本套書涵蓋多元的科學主題，並符合亞太地區的劍橋小學課程大綱。書中結合擴增實境(AR)增強學習的互動與體驗，書中生動的3D立體人物對話、動物叫聲、植物型態，加上遊戲及小測驗，讓家長與孩子一同享受邊遊戲邊學習的樂趣。*本書擴增實境(AR)互動功能，需依書中說明下載APP(Snap Learn)後使用。第一輯，共

制霸5大超強聊天機器人「智慧客服、即時查詢、發票對獎、多國語音翻譯、線上旅館訂房」的人工智慧實戰攻略LINE在全台擁有2,100萬個活躍用戶，使用者橫跨所有領域，深入每個年齡層，樹立不可撼動的地位。LINE Bot是近年來非常受到企業重視與愛用的服務，除了被動的客服答詢，還能主動推播行銷與活動資訊，為企業、社群或團體打造品牌形象，營造出使用者認同感與忠誠度。書中使用當前最受歡迎的Python程式語

The definitive graphic novel adaptation of Dune, the groundbreaking science-fiction classic by Frank Herbert Dune, Frank Herbert’s epic science-fiction masterpiece set in the far future amidst a

Now in a Tor Essentials edition, a Hugo-winning novel of breathtaking cosmic scope―and the very human people who must live through it.Tor Essentials presents new editions of science fiction and fantas

'A wonderful book... Delightfully varied... As with all the best science writing, this book doesn't just give answers, it also asks interesting questions.' Daily Mail'Captivating and intelligent! Who knew death could be this much fun?' Richard OsmanAsteroids, killer sharks, nuclear bombs, viruses, deadly robots, climate change, the apocalypse - why is Hollywood so obsessed with death and the end of the world? And how seriously should we take the dystopian visions of our favourite films? With wit, intelligence and irreverence, Rick Edwards and Dr Michael Brooks explore the science of death and mass destruction through some of our best-loved Hollywood blockbusters. From Armageddon and Dr Strangelove to The Terminator and Contagion, they investigate everything from astrophysics to AI, with hilarious and captivating consequences. Packed with illustrations, fascinating facts and numerous spoilers, Hollywood Wants to Kill You is the perfect way into the science of our inevitable demise.

Add to your little genius’s knowledge with the essential first words related to all things nature! From the #1 science author for kids, Chris Ferrie!From the #1 bestselling science author for kids com

Oh no! There's a big problem with the forest roses . . . magical roses that are very important because they are the first food for newborn griffins. Can Zoey, Pip, and Sassafras use their science know

2020年推出的LabVIEW 2020新增Python程式的編輯功能，改變使用者對LabVIEW的刻板印象，且在迴圈結構、系統監控及影像處理等方面增添不少新功能，硬體支援也更加成熟與完備。本書以循序漸近的方式編寫，並在各章節中提供範例讓初學者操作與練習，並提供LabVIEW的CLAD模擬考試題目，供讀者參考與練習之用。

Boom! Snap! Whiz! Zap! The Magnificent Makers chapter book series is filled with science, adventure, and characters kids will love! Every book includes two science activities kids can do at home!A mod

Tamsyn Muir’s necromantic science fantasy debut Gideon the Ninth is the most fun you’ll ever have with a skeleton“Unlike anything I’ve ever read. ” ―V.E. Schwab“Lesbian necromancers explore a haunted

Turn back the clock with History Comics! This debut volume of First Second's new nonfiction series introduces readers to the Great Chicago Fire of 1871.Following the success of Science Comics, First S

「大數據會消失，資料科學不會」「所有的科學都是資料科學」―――資訊科學時代最需要閱讀的一本書―――東京大學資料科學人氣講座全收錄────★傳說中的東大松尾研究室超熱門課程，第一手內容完整公開！★用Python學習基本的程式撰寫，邊做邊學，鍛鍊最強的資料科學技能！★收錄大量練習題和綜合題演練，打好理論基本功，具體應用於實務現場！★體驗資料科學的魅力，培養整合跨領域課題的創造力！所謂科學，是從世界上混

field guide for dinosaurs - for kids (cool facts + pictures and interactive activities) Kids who like dinosaur books like Dinosaurs, National Geographic Little Kids First Big Book of Dinosaurs, The Big Book of Dinosaurs, and The Dinosaur Book will love Dino Dana: A Field Guide into Adventure and Science.' Dino Dana is the first Amazon Prime TV show with a female lead who comes from a a biracial family.

BOOM! SNAP! WHIZ! ZAP! The Magnificent Makers series is filled with science, adventure, and characters that readers will love!A modern-day Magic School Bus for chapter book readers!Violet and Pablo ar

BOOM! SNAP! WHIZ! ZAP! The Magnificent Makers series is filled with science, adventure, and characters that readers will love!A modern-day Magic School Bus for chapter book readers!Violet and Pablo ar

The true story of the incredible horse whose smarts stumped all of Berlin and changed science, brought to life by NYT #1 bestselling illustrator, Mike Lowery.Clever Hans was a horse who could do math

From the New York Times and internationally bestselling authors of the Illuminae Files comes a new science-fiction epic….The year is 2380, and the graduating cadets of Aurora Academy are being assigne