Deep Learning with Python

Incorporate hands-on lab activities that integrate STEAM concepts with 180 days of daily practice! This invaluable resource provides weekly STEAM activities that improve students’ critical-thinking skills, and are easy to incorporate into any learning environment. Students will explore STEAM concepts through the inquiry process with hands-on lab activities. Each week introduces a STEAM problem, need, or phenomena that they will address through a guided step-by-step challenge. Aligned to Next Generation Science Standards (NGSS) and state standards, this resource includes digital materials. Provide students with the skills they need to develop problem-solving skills with this essential resource!

網路書店年度百大電腦資訊暢銷書 《Python自學聖經》系列力作 運用Python掌握資料科學的價值 讓人工智慧機器學習找出趨勢的關鍵密碼 完整涵蓋Python資料科學技術，從開發工具、資料預處理、 機器學習、深度學習到模型訓練進化一應俱全！ 給需要本書的人： ★想進入Python資料科學領域，又不知怎麼切入的人 ★面對資料科學龐大又雜亂的理論與資訊卻不知如何下手的人 ★想快速且有系統收集大量資料，並提高處理運用效率的人 ★想利用大量資料進行分析，找出隱藏訊息與趨勢以協助決策的人 ★想運用資料數據訓練人工智慧模型，開發適用的演算法進行預測與解決問題的人 隨著AI人工智慧帶來的科技革命，資料科學的應用正在改變你我的生活。如何由龐大的資料數據中擷取爬梳出有價值的資訊，判斷決策，甚至能預測趨勢、掌握契機，是資料科學為現代社會帶來的新視野。 資料科學橫跨多個領域，涵蓋數學、統計與電腦科學等面向。如果想有系統的進入資料科學領域，歡迎藉由本書循序漸進的學習。書中除了有資料科學的觀念，還有技術應用與發展方向，讓每個艱澀觀念都能在範例實作的引導下有著更清楚的輪廓，讓你一探資料科學迷人的樣貌。 【書籍特色】 ■深入淺出，只要具備基礎Python程式語言能力即可輕鬆上手。 ■標示出重要觀念，在學習的過程中不會錯失關鍵內容。 ■應用範例導向，每個觀念皆附實用案例，不怕學不會。 ■不使用艱澀數學推導資料科學原理，而以淺顯易懂的文字解說學理。 ■實作圖片增量及遷移學習，即使少量資料也可訓練出實用模型。 ■實作機器學習與深度學習模型參數調校，輕鬆建立完美模型。 【重要關鍵】 ■應用工具：雲端開發平台(Google Colab)、資料科學工具(Numpy、Pandas、Matplotlib、Seaborn)、網路爬蟲(requests、BeautifulSoup)。 ■資料預處理：資料清洗、缺失值、重複值及異常值的處理、資料檢查、資料合併、樞紐分析表、圖片增量，以及資料標準化、資料轉換與特徵選擇。 ■機器學習：學習工具(Scikit-Learn)、非監督式學習(K-means演算法、DBSCAN演算法、PCA降維演算法)、監督式學習分類演算法(Scikit-Learn資料集、K近鄰演算法、單純貝氏演算法、決策樹演算法、隨機森林演算法)、監督式學習迴歸演算法(線性迴歸演算法、邏輯迴歸演算法、支持向

Push, pull and slide the scenes to celebrate Father's Day in I Love My Daddy! From making up silly games to learning to ride a bike, every day's an adventure with Dad by your side!Young children will love playing with this bright and colourful board book with gentle rhyming text and wonderful illustrations by Louise Forshaw. Part of the popular Busy Book series, I Love My Daddy is the perfect gift to share on Father's Day, and is endorsed and recommended by Dr Amanda Gummer's Good Play Guide. Discover more of the Busy Book series with titles such as Busy Party, Busy Bikes and I Love My Mummy.

運用Python進行資料分析，讓數據說話，有效達成論文目標。⊙統計分析初學者最佳實用手冊，精要理論＋手把手操作教學。⊙內容涵蓋論文寫作常用的敘述統計、推論統計、非參數檢定，並延伸至結構方程模式，對於需要撰寫論文但對統計方法不熟悉的研究生尤其受用。⊙適用於社會科學領域的學生和研究人員，特別是碩博士量化研究論文應用在問卷調查方面的分析、多變量研究、實驗設計與統計課程等項目。需要的論文統計分析方法都在這裡！受限於軟體工具的取得，研究者有可能面臨雖掌握足夠的數據資料，卻缺乏專業統計分析工具的窘境。本書介紹的Python為開放原始碼的開源軟體，解決統計分析軟體高成本、難入手的研究門檻，對於學術工作帶來極大的便利性與可及性，可協助提升研究專業能力。Python的應用具有寬廣的發揮度，比如透過網路爬蟲抓取即時資料作大數據分析、編寫程式來加大對議題鑽研的深度與廣度的可能性，也能更加深入嘗試使用該工具來完成數據分析工作並獲得良好成果。書中內容在有關統計學部分作基礎概念解說，並偏重在數據分析的手把手教學步驟示現，讓初學者或者是有論文需求者可以按照內容簡易操作，並達成高效率地論文數據統計分析目標。

A funny, reassuring picture book about yoga, mindfulness and finding calm, from debut author Emily Ann Davison and award-winning illustrator Deborah Allwright.Yo-Yo is a fidgety, bouncy, can’t-sit-still-EVER type of bunny. Even Grandpa’s yoga class won’t stop her wiggling and giggling! But what will Yo-Yo do when she finds herself lost and all alone in the deep, dark, shadowy forest? Maybe Grandpa’s yoga will help her find the way home . . .With a reassuring bedtime ending and three pages of simple step-by-step yoga instructions, children can stretch, breathe and feel calm with Yo-Yo.

For fans of Field Trip to the Moon, Field Trip to the Ocean Deep, and field trips in general, a new adventure that takes students to a volcano island.The same students we met in Field Trip to the Moon and Field Trip to the Ocean Deep travel to a volcano island on a yellow school bus helicopter. When they get there, one student picks flowers as they hike to the top and then accidentally slips down a crater and can't get out. The student isn't too worried, especially when he meets a lava monster and its children who are fascinated by the flowers. But when they touch them, they burn beyond recognition so the student teaches them how to make a vase using lava from a lava pit, fills it with water from a canteen, and they all sit back to enjoy the flower arrangement until help arrives and rescues the student. In his follow-up to Field Trip to the Moon and Field Trip to the Ocean Deep, John Hare's rich, atmospheric art in this wordless picture book invites all children to imagine themselves i

NLP大神RNN網路► ► ►Python原始程式碼手把手帶你寫！ 在神經網路的世界中，NLP（自然語言處裡）已逐漸成為AI領域中的主流！因此在IT抑或是各大產業有愈來愈多的人投入在文字與語音的研究中，有愈來愈多的資訊系統應用與產品出現在現代人類的生活中，產生十分巨大的影響。 ．．． [ 最精實的專案實作！ ] 本書包含20個與NLP相關的主題＋大型專案實作，透過專案的實作講解原理，需要有一定的Python及神經網路基本概念，是已經了解AI基本入門的讀者再進階深入的一本絕妙好書。快跟著本書各大主題累積自己的NLP專案實作能力，成為一個能夠開發各種NLP資訊系統的大神吧！ ．．． [ 本書重點 ] ★　以Python、TensorFlow實作中文自然語言處理，使用維基百科及網路語料庫 ★　以LSTM為基礎的影評 / 語音 / 文字情感分析實作 / 股票預測 / 影評分析 ★　根據圖型產生古詩詞的模型實作 ★　歌曲人聲分離製作 ★　以Image Caption為基礎的英文學習 ★　智慧聊天機器人 ★　Rap歌詞自動產生器、AI作曲器 ★　人臉辨識及人臉自動表情包產生器 ★　自動幫你的作文評分 ★　視訊自動字幕產生器 ★　AI機器翻譯、LSTM機器翻譯及注意力機制 ★　COCO資料集的自動圖型描述

A humorous search-and-find book – enjoy the magic changing pictures on every page as you search for Little Elephant!Can You See Little Elephant? is perfect for sharing with young children. With rhyming text and lots to spot, have fun exploring the busy scenes together - and pull the tabs to see them magically transform!With bright and humorous illustrations by Émilie Lapeyre, Can You See Little Elephant? has plenty for children to talk about, encouraging early reading and story-telling skills and introducing early learning concepts.Enjoy more search-and-find fun in Can You See Little Dog?

本書是演算法入門指南，以Python程式實作應用廣泛的演算法，內容主題包含多種現代演算法，用於搜尋、排序及最佳化；以人為本的演算法，協助人們接球運動的判斷；高等演算法，用於機器學習與人工智慧領域；以及古文明演算法，用於算數值相乘、求最大公因數、產生幻方。 本書將帶領您學習： ‧產生幾何用途廣泛的Voronoi圖 ‧以演算法建置簡單聊天機器人、贏得棋賽、玩數獨遊戲 ‧實作梯度上升(下降)演算法程式，求出函數最大值(最小值)、極值 ‧使用模擬退火進行全域最佳化 ‧憑個人特徵建立快樂感預測決策樹 ‧以演算法執行程式除錯、實施稅收最大化、產生亂數 ‧衡量演算法效率與速度 此外探討純數學領域實用的演算法，了解數學概念改進演算法的方式。 跟著本書邊做邊學，您將理解當今許多超強演算法的重要細節，其中包含演算法的Python 3程式實作，以及針對衡量演算法效能與最佳化的方法。

業界人士教您如何從零開始進行遊戲的開發 這是一本專注在「如何從零到有開發出一款遊戲」的實作書籍。藉由本書，您可以了解遊戲開發與一般的軟體開發有何不同，以及遊戲開發的實際過程。 本書特色： ．幫助您更加了解遊戲開發的過程 ．學會如何使用Python ．範例程式碼有詳盡的註解說明 ．使用大量的圖解說明幫助理解 ．提供遊戲開發的免費素材可供練習

業界專家親自傳授的遊戲開發必備知識與技術 本書是用Python程式語言解說如何開發正式遊戲的教材，將帶領你實際製作動作遊戲、射擊遊戲、還有模擬3D影像效果的3D賽車遊戲，從動手做的過程中學會開發遊戲的Know How。 藉由本書，您將可以了解： ．遊戲開發的基本知識 ．基礎的遊戲物理學 ．如何製作地圖編輯器 ．遊戲業界的開發祕辛 ．開發動作遊戲的技巧 ．Pygame的用法 ．開發射擊遊戲的技巧 ．開發3D賽車遊戲的技巧

Set your child on the path to reading success with these whimsical titles focused on the second 25 sight words! This bright blue box contains 25 little books that each teach a must-know sight word via a playful， easy-to-read story. Characters include penguins， robots， ghosts， giants， silly dragons， and more to make learning extra enjoyable. Comes with a parent guide， mini-workbook， and motivating stickers. Books are correlate with Guided Reading Level B.

Your child will fall in love with these rib-tickling titles focused on the fourth 25 sight words! This bright orange box includes 25 little books that each teach a must-know sight word via a playful， easy-to-read story. Characters include bunnies， bigfoot， hungry hippos， runaway cupcakes， and more to make learning extra enjoyable. Comes with a parent guide， mini-workbook， and motivating stickers. Books are correlate with Guided Reading Level D.

Explore the human body from head to toe with fun facts for ages 9 to 12 Human bodies come in many different shapes, sizes, and colors, but we're all put together the same way! The Fascinating Human Body Book for Kids shows kids how the body works with 500 anatomy facts that offer hours of fun and learning. This colorful book on the human body for kids is packed with weird and wonderful information about the five senses, the digestive system, and every organ. This book on the human body for kids is packed with facts like: Your brain generates more than 20 watts of energy--enough to power a light bulb. The record for a person having uninterrupted hiccups is 68 years. When you whisper, you are talking without using your vocal cords. Give kids a head start to learning with this exploration of the human body for kids.

Introducing My First Brain Quest for babies! These chunky board books introduce early learning concepts - like first words - with bright images, simple vocabulary, and signature Brain Quest Q&A fun.It

Children can have fun learning up to their 12 times table with this colourful book and jigsaw set. Bright illustrations of planets, pirates and more provide an ideal way to count and visualise the cal

Chug along with a farmer and his tractor on this multi-season animal adventure! A busy farmer picks up fifteen animals along his route, but when his trailer hits a stone, chaos ensues. This colorful book combines simple counting instruction with humor, repetition and rhythm to encourage learning fun. Includes educational endnotes on the different machines farmers use and the crops they grow! A QR code on the book provides access to video animation and audio.

This innovative board book uses fingertrails with sliding discs to introduce young children to early learning concepts and the world around them. Young readers can look at the bold scenes, listen to t

The bloodFeeds the hungerThat threatens everythingIt starts when Claudia offers her a yellow rose.Immy has been in love before - many times, across many lifetimes. But never as deeply, as intensely as this.Claudia has never been in love this before either. But then, this is her first time with a vampire.The forbidden thirst for blood runs deep in Immy. And within her mind clamour the voices, of all the others she has been, their desires, and their wrongs.A unique verse novel by the award-winning author of The Deepest Breath and The Space Between.

彙整報表、分析資料、製作圖表……Excel是各行各業必備的工具，重複開啟資料、剪貼，耗時又耗能，學會Python，讓多份Excel資料交叉分析，一鍵自動化！★ 日本熱銷33,000冊★ 程式菜鳥也能迅速上手，表格自動化就交給Python，大大提升工作效率★ 行政人員、文書處理必學的工作書，讓你事半功倍如果你處理數據資料和報表的方式如下，必讀本書：．一個一個開啟報表，選取資料匯入總表，不斷重複相同動

你絕對不能錯過的機器學習工具書！※揭開機器學習的神祕面紗，深入了解機器學習。※理論與實務兼具，詳細解說機器學習理論，搭配使用Python與Stata實作，架構完整。※內容與時俱進，理解當今機器學習的最新模型與技術。※隨書附贈範例資料檔光碟近年來，科技產業迅速發展，新技術不斷出現，人工智慧、機器學習、大數據、資料科學成為炙手可熱的話題。各個領域紛紛投入人工智慧與機器學習的研究及應用，但究竟什麼是人工

From bestselling illustrator Zachariah OHora comes a new picture book series that focuses on relatable social/emotional learning topics.Sonny is having a great time in the park with his friends when h

An effective second grade workbook that provides daily social and emotional learning (SEL) activities to help students explore emotions, actions, relationships, and decision making. The daily activiti

An effective kindergarten workbook that provides daily social and emotional learning (SEL) activities to help students explore emotions, actions, relationships, and decision making. The daily activiti

An effective fifth grade workbook that provides daily social and emotional learning (SEL) activities to help students explore emotions, actions, relationships, and decision making. The daily activitie

An effective first grade workbook that provides daily social and emotional learning (SEL) activities to help students explore emotions, actions, relationships, and decision making. The daily activitie

An effective fourth grade workbook that provides daily social and emotional learning (SEL) activities to help students explore emotions, actions, relationships, and decision making. The daily activiti

An effective sixth grade workbook that provides daily social and emotional learning (SEL) activities to help students explore emotions, actions, relationships, and decision making. The daily activitie

From anemones to zooplankton-500 awesome ocean facts for kids ages 8 to 12 Do you know a kid who's captivated by what goes on beneath the ocean's surface? This amazing entry into ocean books for kids is packed with hundreds of incredible facts for hours of underwater exploration. Pages of full-color pictures feature life in and around the sea including fish, dolphins, and shipwrecks! Dive deeper than other ocean books for kids with ocean trivia such as: Sea cucumbers can eject some of their organs to defend themselves and then regrow them within a few weeks.The Challenger Deep is the deepest place on Earth, almost 7 miles below the surface of the Pacific Ocean.Blue whales are the largest animals that have ever lived-their tongue weighs as much as an entire elephant!Kids will light up as they discover fascinating fishes and deep-sea giants with the best in ocean books for kids.

運用數位與統計方法了解歐式選擇權定價！※將抽象的數學公式，巧妙運用程式語言進行輸出，帶你無障礙進入統計分析的世界。※使用熱門Python程式語言，學習數學或理論模型，瞭解選擇權的定價。※透過量化分析方法與時間序列模型，深入解析專業財金議題。※本書適合大學部高年級或研究生使用及對衍生性商品有興趣的讀者自修。更是「衍生性金融商品」、「創新金融商品」或「財務工程」等課程最佳工具書。 一書在手，掌握選擇權

用大家都能聽懂的方式，告訴您如何將分析資料視覺化！什麼是資料視覺化？這是一種將數字資料、地理資料、文字等各種資料，做成圖表，讓人一看就懂的技巧與手法為什麼需要資料視覺化？自從「大數據」與「人工智慧」技術興起之後，如何善用資料變成一件非常重要的事情，要讓資料有效的被利用與理解，視覺化是一種非常有效的方法。Python擁有非常豐富的函式庫，可以簡單地處理資料視覺化，所以有越來越多的人使用。藉由本書您將

Penguin Readers is an ELT graded reader series for learners of English as a foreign language. With carefully adapted text, new illustrations and language learning exercises, the print edition also inc

Penguin Readers is an ELT graded reader series for learners of English as a foreign language. With carefully adapted text, new illustrations and language learning exercises, the print edition also inc

內容介紹: 深度強化式學習 (Deep Reinforcement Learning, DRL)，就是將深度學習與強化式學習結合的技術。要讓 AI 應用落地，DRL 是必不可缺的技術。近期由兩位劍橋大學博士所帶領的 Wayve 團隊就利用了 DRL 技術，開發出可以自行從新環境中學習的自動駕駛技術，取代以往完全仰賴感測器的做法。除此之外，工廠內的自動化機器人, 或是打敗世界棋王的 A

本書遵循專業考科「TQC+ 人工智慧：機器學習Python 3」技能規範架構撰寫，符合鑑定的命題趨勢。 1.內容由淺入深，採循序漸進的方式建立您運用機器學習解決問題的基本概念，達到技術的傳承及表達，符合實務運用需求。 2.本書共有七個章節，包含「Python與機器學習」、「數據前處理」、「監督式學習：迴歸」、「監督式學習：分類」、「模型擬合、評估與超參數調校」、「非監督式學習：降維與分群」、「集成

Learning while playing is the name of the game: Parents are forever looking for things to keep children entertained while on a road trip-whether it's a 10-minute ride to Grandma's house or a flight across the country They'll find the perfect solution in Twirl's Matching Game Books.- Four activities in one Slide the panels to find matching pairs; spot the creatures in the big picture; identify them by their characteristics; play hide-and seek with the matching pairs, or even come up with games of their own- An interactive game book that trains visual memory, increases attention to detail, and builds vocabulary too- Colorful and whimsical illustrations of a wide variety of bugs and little creaturesFans of Matching Game Book: Bugs will also enjoy the interactive learning in other books in the Matching Game Book series, including Animals, Zoom , and Colors.- Ideal for travelling and learning on the go- Books for 3-5 years old- Books for preschool and kindergarten learning

Have fun learning first words with The Very Hungry Caterpillar in this brightly coloured chunky board book. Explore familiar themes such as At Home, At the Park, At the Zoo and At the Picnic! Every spread is a colourful, engaging scene - spot The Very Hungry Caterpillar on every page and find hidden words and friendly characters under the multiple flaps.

1. 從基礎的電腦系統概念開始，循序漸進到完整的網路爬蟲應用，非常適合沒有程式設計經驗與想開始學習Python的讀者。2. 豐富實用的範例，搭配逐行的程式碼解說與執行結果，一步一步帶領讀者理解抽象的程式觀念與操作步驟。3. 精心編製的圖表、關鍵字、注意提醒、操作秘訣、以及章末的重點回顧，讓內容更容易理解，重點更清楚。4. 滄海書局網站提供本書完整的範例程式檔下載，方便讀者配合書本操作演練。5. 適量與難度適中的選擇題及實作題練習，幫助讀者溫習觀念和驗收學習成效。

Provide engaging math practice and see children’s math and problem-solving skills improve with Skill Sharpeners: Math activity books! The colorful theme-based activities create enjoyable learning expe

Provide engaging math practice and see children’s math and problem-solving skills improve with Skill Sharpeners: Math activity books! The colorful theme-based activities create enjoyable learning expe