Phthon deep learning with TensorFlow

本書共22章，分為三個部分。第一部分(第1～5章)為Python及應用數學基礎部分，介紹Python和TensorFlow的基石Numpy，深度學習框架的鼻祖Theano，以及機器學習、深度學習算法應用數學基礎等內容。第二部分(第6～20章)為深度學習理論與應用部分，介紹機器學習的經典理論和算法，深度學習理論及方法，TensorFlow基於CPU、GPU版本的安裝及使用、TensorFlow基礎、

Learn how to solve challenging machine learning problems with Tensorflow, Google’s revolutionary new system for deep learning. If you have some background with basic linear algebra and calculus,

Deploy deep learning solutions in production with ease using TensorFlow. You'll also develop the mathematical understanding and intuition required to invent new deep learning architectures and solutio

深度學習是人工智慧(AI)中發展最快速的領域之一，其主要原因是因為深度學習技術模擬了人類大腦的神經網路運作。近年來由於圖形處理器(GPU)的興起，改善了電腦的運算速度，因此各式各樣的神經網路一一出現，而這些神經網路也被應用在我們常用的一些應用產品，例如：文字辨識、語音辨識、垃圾郵件過濾、翻譯等。書中先講述AI概論、Tensorflow的安裝、張量的基礎應用到進階應用，讓讀者能夠先掌握Tensorflow，接著經由Tensorflow來講述深度學習的各種實作項目，如類神經網路、神經網路的優化與調教、卷積神經網路及循環神經網路，藉此能夠將Tensorflow活用，並且對深度學習有更進一步的認識。本書適用於大學、科大資工、電機、電子系「深度學習」(且使用TensorFlow 2.x)課程使用。

建立智慧型系統的概念、工具與技術「這是一本出色的機器學習資源，包含淺顯易懂的解說，以及豐富的實用技巧。」—François CholletKeras作者，《Deep Learning with Python》作者「本書是運用神經網路來解決問題的絕佳入門資源，涵蓋理論及實踐。推薦給想學習實用機器學習技術的人。」—Pete WardenTensorFlow行動主管深度學習在經歷了一系列的突破之後，已經推動了整個機器學習領域的發展。如今，即使是對於這項技術非常陌生的程式設計師，也能夠使用簡單、高效率的工具，寫出能從資料中學習的程式。這本暢銷書使用具體的例子、最少的理論，以及具備生產水準的Python框架(Scikit-Learn、Keras和TensorFlow)來協助你直接瞭解智慧系統的建構概念與工具。在這本第三版中，作者Aurélien Géron將探索一系列的技術，從簡單的線性回歸開始，逐步發展到深度神經網路。本書包含許多範例程式和習題來幫助活用所學，只要具備一些程式設計經驗即可入門。‧使用Scikit-Learn自始至終完成機器學習專案‧探索多種模型，包括支援向量機、決策樹、隨機森林，和集成方法‧運用無監督學習技術，例如降維、聚類法和異常檢測‧深入探討神經網路架構，包括摺積神經網路、遞迴網路、生成對抗網路、自動編碼器、擴散模型、轉換器‧使用TensorFlow和Keras建構和訓練神經網路，以進行計算機視覺、自然語言處理、生成模型和深度強化學習

「本書是一本出色的參考資料，全面介紹ML產品系統，特別關注TFX。它包含最準確的資訊，並提供清晰、簡潔的解釋案例。」—Robert CroweTensorFlow Developer Advocate, Google公司在機器學習專案上耗費巨資，但如果不能有效地部署模型，無疑是在浪費金錢。在本書中，Hannes Hapke和Catherine Nelson將帶領您瞭解使用TensorFlow生態系統自動化機器學習管道的步驟。您將學習到將部署時間從幾天縮短到幾分鐘的技術和工具，進而更專注新模型的開發，而不是維護舊有的系統。數據科學家、機器學習工程師和DevOps工程師將發現如何超越模型開發，成功地將他們的數據科學項目產品化，而管理人員將更瞭解他們在加速這些專案項目所扮演的角色。‧瞭解構建機器學習管道的步驟‧使用TensorFlow Extended中的組件建構您的管道‧使用Apache Beam、Apache Airflow和Kubeflow管道來協作您的機器學習管道‧使用TensorFlow數據驗證和TensorFlow轉換來處理數據‧使用TensorFlow模型驗證對模型進行詳細分析‧檢驗模型表現的公平性和偏誤性‧使用TensorFlow Serving或TensorFlow Lite為移動設備部署模型‧學習隱私保護(privacy-preserving)機器學習技術

AI盛世降臨，你怎能缺席？用最新版TensorFlow 2加入改變人類歷史的轉捩點，成為新一代的科技新貴本書特色◎ 內容全面◎ 實用性強◎ 系統說明深度學習前端的演算法原理◎ 最新版TensorFlow2.x專案實作本書內容TensorFlow的初世代太挑戰智慧，想要熟悉需要花很多時間摸索，在2.0後，將Keras併入之後，整個TensorFlow的生態圈蓬勃發展。本書以探索問題式敘述風格展開，只

Python機器學習第三版（上） Python Machine Learning - Third Edition 第三版－最新修訂版，新增TensorFlow 2、GAN和強化學習等實用內容 使用Python的scikit-learn和TensorFlow 2融會貫通機器學習與深度學習 循序漸進、由淺入深，好評熱銷再進化！最新修訂的《Python機器學習第三版》是一本不容錯過的全方位指南，也是讀者

TensorFlow is currently the leading open-source software for deep learning, used by a rapidly growing number of practitioners working on computer vision, Natural Language Processing (NLP), speech reco

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。

Priddy Learning: My First ABC is an engaging novelty book with wheels to turn, specially designed to teach preschoolers the alphabet and first words.Preschoolers can learn the letters of this alphabet with this innovative wheel book. With two wheels to turn on every page, this sturdy board book has been designed to encourage children to interact with the activities as they learn their abc. Children can turn the wheels to find the correct picture that matches with the starting letter. The bright pictures and simple labels build early vocabulary, while the wheels help to develop hand-eye coordination.Part of the Priddy Learning series which also includes; Priddy Learning: Let's Spell; Priddy Learning: My First Animals; Priddy Learning: My First Ready for School; Priddy Learning: My First Clock Book, Priddy Learning: My First Wipe Clean ABC, Priddy Learning: My First Wipe Clean Pen Control, Priddy Learning: My First Wipe Clean Words, Priddy Learning: My First Wipe Clean Starting School, P

「本書使用TensorFlow徹底教你了解及實作機器學習與人工智慧模型。」 ―Jialin Huang博士 微軟資料與應用科學家 「Laurence Moroney一直是讓TensorFlow成為全球AI框架龍頭的主力，我很榮幸可以透過deeplearning.ai與Coursera來協助他指導TensorFlow。希望你在學習TensorFlow的過程中一切順利。有Laurence當你的導師，你

Count to ten and race to launch your rocket first with this interactive learning game from Scholastic Early Learners! An innovative, math-focused learning game complete with QR-code guidance. Provides

Help your child learn to identify colors with this engaging early-learning play set. Little ones will enjoy matching the puzzle pieces with the colors on the pages, while also learning core vocabulary

In this collection of essays -- a follow up to My Way and Our Stories -- John Martin Fischer defends the contention that moral responsibility is associated with "deep control". Fischer defines deep co

I'm your dive guide.Come with me. Let's explore thedeep blue sea. This exciting interactive board book lets kids explore the underwater world and learn about deep-sea creatures. They'll meet a host of

Learn all the essential facts about our solar system and beyond in this illustrated, interactive, and educational activity book for kids. How old is the universe? How was the Earth formed? What lies beyond our solar system? Active Learning: Stars & Planets covers all these questions and more! Children will have fun learning through doing, with dozens of different activity types to fully engage with and explore the stars and planets in outer space. Kids aged 8-12 will be occupied for hours as they pore over the information-packed pages in this space activity book and tackle the wide range of puzzles - including mazes and tangles, code-breakers, matching games, anagrams, word searches, logic games, classification and identification games, quizzes, sudoku, odd one out, drawing, and colouring.This exciting stars and planets activity book for children includes: - Detailed, high-quality illustrations and photography alongside informative text to engage children aged 8-12 with learning. -

Dive down with a submersible to discover the mysteries of the ocean. Oceans cover most of our planet, and yet most of the depths remain unexplored. This book takes you deep down to find light-up jellyfish, diving whales, giant squid and whole mountains at the bottom of the sea.Flaps and peep holes will draw young children into this intriguing subject, and instill a love of this essential ecosystem.

Perfect for children ages 3-6 who are learning about their feelings, Learning Kindness My Feelings Sticker Book features over 50 reusable, vinyl-cling stickers, a dry-erase marker, and tons of fun activities to help kids explore their emotions.This engaging activity book is packed with puzzles and exercises that teach kids how to understand emotions in themselves and others. Kids can use the stickers with the guided activities to identify and express their feelings, recognize facial expressions and body language, and learn how to regulate their emotions. This book is an excellent tool for parents and educators to deepen conversations with children around social and emotional thinking.

Priddy Learning: My First Colors is an ideal introduction to colors for preschoolers, and features a striking color wheel with spinner.Priddy Learning: My First Colors is a fun introduction to colors

A proposal that we think about digital technologies such as machine learning not in terms of artificial intelligence but as artificial communication.Algorithms that work with deep learning and big data are getting so much better at doing so many things that it makes us uncomfortable. How can a device know what our favorite songs are, or what we should write in an email? Have machines become too smart? In Artificial Communication, Elena Esposito argues that drawing this sort of analogy between algorithms and human intelligence is misleading. If machines contribute to social intelligence, it will not be because they have learned how to think like us but because we have learned how to communicate with them. Esposito proposes that we think of “smart” machines not in terms of artificial intelligence but in terms of artificial communication.To do this, we need a concept of communication that can take into account the possibility that a communication partner may be not a human being but an al

Support students by helping them identify and practice positive behaviors and develop empathy with Social and Emotional Learning Activities. Research shows that SEL experiences improve student achievement, reduce stress, and increase positive behaviors such as kindness, gratitude, and empathy.Social and Emotional Learning Activities includes 100+ engaging activities that help you weave social and emotional learning activities into the busy school day! Activities include skill practice across the curriculum by incorporating writing, reading, math, social studies, and cultural diversity into SEL instruction.Each unit has a different SEL focus and includes a teacher page with an introduction and corresponding activity pages. Children will learn positive behaviors, develop self-love, and learn empathy through:Real-world scenariosMindfulness activitiesCommunication activitiesCreative writingMazes, puzzles, and gamesArt projectsCritical thinking and problem solvingActivities may be used for

Support students by helping them identify and practice positive behaviors and develop empathy with Social and Emotional Learning Activities. Research shows that SEL experiences improve student achievement, reduce stress, and increase positive behaviors such as kindness, gratitude, and empathy.Social and Emotional Learning Activities includes 100+ engaging activities that help you weave social and emotional learning activities into the busy school day! Activities include skill practice across the curriculum by incorporating writing, reading, math, social studies, and cultural diversity into SEL instruction.Each unit has a different SEL focus and includes a teacher page with an introduction and corresponding activity pages. Children will learn positive behaviors, develop self-love, and learn empathy through:Real-world scenariosMindfulness activitiesCommunication activitiesCreative writingMazes, puzzles, and gamesArt projectsCritical thinking and problem solvingActivities may be used for

Support students by helping them identify and practice positive behaviors and develop empathy with Social and Emotional Learning Activities. Research shows that SEL experiences improve student achievement, reduce stress, and increase positive behaviors such as kindness, gratitude, and empathy.Social and Emotional Learning Activities includes 100+ engaging activities that help you weave social and emotional learning activities into the busy school day! Activities include skill practice across the curriculum by incorporating writing, reading, math, social studies, and cultural diversity into SEL instruction.Each unit has a different SEL focus and includes a teacher page with an introduction and corresponding activity pages. Children will learn positive behaviors, develop self-love, and learn empathy through:Real-world scenariosMindfulness activitiesCommunication activitiesCreative writingMazes, puzzles, and gamesArt projectsCritical thinking and problem solvingActivities may be used for

Support students by helping them identify and practice positive behaviors with Social and Emotional Learning Activities. Research shows that SEL experiences improve student achievement, reduce stress, and increase positive behaviors such as kindness, gratitude, and empathy.Social and Emotional Learning Activities includes 100+ engaging activities that help you weave social and emotional learning activities into the busy school day! Activities include skill practice across the curriculum by incorporating writing, reading, math, social studies, and cultural diversity into SEL instruction.Each unit has a different SEL focus and includes a teacher page with an introduction and corresponding activity pages. Children will learn positive behaviors and self-image through:Hypothetical scenariosCreative writingMazes, puzzles, and gamesArt projectsCritical thinking and problem solvingActivities may be used for whole-class instruction or small groups, or completed individually at home. The nine un

Learn and play with Dr. Seuss in this ultimate Preschool workbook, with over 300 curriculum-based activities ranging from letters, numbers, social emotional learning, to science!This multi-subject, cu

本書是《Deep Learning : 用Python進行深度學習的基礎理論實作》的續篇，將延續上一本書，繼續介紹與深度學習有關的技術。本書尤其偏重在自然語言處理及時間序列資料處理上，使用深度學習，挑戰各式各樣的問題。和上一本著作一樣，以「從零開始建構」為概念，詳盡介紹與深度學習有關的先進技術。 簡單來說，自然語言處理是指，讓電腦瞭解我們平常說話內容的技術。事實上，這種自然語言處理技術已經大大改變

夏天的漂鳥，到我窗前來唱歌，又飛去了。秋天的黃葉，沒有歌唱，只嘆息一聲，飄落在那裡。──《漂鳥集》‧1Stray birds of summer come to my window to sing and fly away.And yellow leaves of autumn, which have no songs, flutter and fall there with a sigh.—St

"This book identifies the role of digital technology in personalized learning, brings together research in personalized learning with a focus on cognitive, affective and metacogntive functionality of

This fun box set is filled with nine sturdy, fun, educational board books that support children's early learning. Topics include Animals, Letters and Counting, Things that Go, Colors and Shapes, and m

Perfect for revising Spanish Grammar offering a clear and easy-to-understand guide to the verbs and grammar of Spanish with hundreds of practical exercises. Designed for all those learning Spanish at

INTRODUCTIONSelf-Access Language Learning (SALL) has played a prominent part in language education in universities. Its role is to foster autonomous learning among students. With the wide-spread imple

If a child lives with friendliness, he learns that the world is a nice place in which to live. 如果孩子生活在友善的環境中，他學會以正向積極的態度去面對周遭的世界。 &nbs

Build deep learning applications, such as computer vision, speech recognition, and chatbots, using frameworks such as TensorFlow and Keras. This book helps you to ramp up your practical know-how in a

《深度學習實踐—基於TensorFlow 及PyTorch 庫的編程指南》突破傳統深度學習教材先理論後實踐的模式，從直觀的實例應用入手，讓讀者快速體驗利用深度學習解決實際問題的過程。讀者將從運行實例程序開始，初步理解代碼的作用，並逐步學會自主調整模型參數、調試程序，以驗證其精度和效率。第1章介紹深度學習發展歷程及基本概念；第2章聚焦開發環境搭建，並給出快速示例，幫助讀者迅速開啟深度學習之旅，熟悉基礎操作環境；第3章介紹深度學習原理，結合FCNN、CNN、LSTM、GAN、Transformer 等典型模型示例，使讀者理解深度學習的核心理論與模型架構；第4 ～ 6章著重傳授Python 編程基礎，以及TensorFlow、PyTorch 這兩種主流深度學習框架的編程知識，為實際開發奠定編程基礎；第7章闡述張量概念與操作，幫助讀者掌握其關鍵特性與操作方法；第8章專注於網絡設計與超參數優化；第9、10章通過深度學習在計算機視覺與防災領域的應用實例，展現深度學習在實際場景中的強大應用能力，使讀者瞭解如何將所學知識運用到具體領域解決實際問題；第11章為程序代碼，讀者可掃二維碼獲取。本書特別適合需要快速入門人工智能深度學習解決實際問題的，智能建造、數值模擬等非AI 方向的技術人員、在校本科生、研究生。本書也可作為相關專業師生教學用書。

Core Insight：Cross-Domain Data Collaboration: Unlocking Chip PotentialEliminating the "efficiency gap" caused by knowledge silos is the starting point for industry potential. Data doesn't lie; Data Science provides the solution: Through innovation and cross-domain restructuring, we visualize results to become the critical accelerator for boosting efficiency.GenAI Reshaping the Future of SemiconductorsFacing the immense challenge of the slowing pace of Moore's Law, the semiconductor industry urgently requires new breakthroughs. This book is specifically designed to solve the "Efficiency Black Hole" that consumes tens of billions of dollars annually in the industry.The Empowering DTCO Innovation with AI and Machine Learning offers readers a practical DTCO.ML Framework, demonstrating how to leverage Machine Learning (ML) and Generative AI (GenAI) technologies to inject new acceleration into chip manufacturing processes. Learn to master process variability and optimize chip energy efficien

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.

★在最熟悉的作業系統、IDE中，用Tensorflow開發深度學習專案★☆使用Tensorflow.NET在Visual Studio下完成AI開發☆坊間幾乎所有和AI、深度學習、機器學習有關的書籍或教材，均是以Python及相對的框架進行開發，並且建議架設在Linux上。雖然這個環境非常適合進行AI專案的開發，但對於已經熟悉Visual Studio下.NET架構的大部分Windows開發者來說，如果能使用Tensorflow的強大，再加上早就上手的.NET甚至是C#語言，學習曲線真的就只剩下深度學習，排除了Linux及Python的困難。微軟在.NET平臺上引入機器學習，努力使機器學習技術跨越鴻溝，普及至大多數人手中。微軟的ML.NET旨在實現人工智慧的「民主化」，讓每個人都能使用並受益於人工智慧技術。在.NET生態中，人工智慧領域的SciSharp Stack團隊為TensorFlow提供了.NET Standard Binding，使得.NET開發人員可以使用C#在跨平臺的.NET Standard框架上開發、訓練和部署機器學習模型。他們還打造了TensorFlow.NET這個專屬於.NET開發人員的機器學習平臺，簡化了使用TensorFlow的過程。本書即是針對這個族群的使用者，讓.NET眾多的使用者直接跨入AI的領域，在最親切的環境學習，一定會事半功倍。本書為介紹TensorFlow.NET的詳細指南，共有23章。探討雲端運算、人工智慧、巨量資料和雲端原生應用對生活產生了深遠影響，之後說明機器學習.NET開發者的特點，在.NET生態中，SciSharp Stack的團隊，為TensorFlow提供了.NET Standard Binding，使.NET開發人員可以使用C#開發、訓練和部署機器學習模型。其中的產品就是TensorFlow.NET。書中包括資料型態與張量詳解、Eager Mode詳解、自動求導原理與應用、線性回歸實操、MNIST手寫字元分類邏輯回歸、tf.data資料集建立與前置處理、深度神經網路實踐、AutoGraph機制詳解，以及.NET Keras簡明教學等。最後一部分是生產應用與案例，包含CPU和GPU環境下的TensorFlow.NET應用、工業生產環境應用案例、在C#下使用TensorFlow.NET訓練自己的資料集、視覺影像分類

★美國總統國家與社會貢獻獎金獎得主★ 韓秀　傾情鉅獻 從一畫成名驚天下，到窮愁潦倒無人問 他是時代的孤勇者，更是西方藝術史的先行者 林布蘭（Rembrandt, 1606-1669）生於荷蘭萊登，以色彩鮮明的版畫與精湛的銅版蝕刻技術聞名於世，為巴洛克時期最具代表性的藝術家之一。早期善於以「明暗對照法」繪製栩栩如生的肖像，例如《杜爾普教授的解剖課》，他也因此畫一舉成為當時阿姆斯特丹最富有的人之一。 但好景不長，因為受妻兒接連過世的打擊，1640年之後，林布蘭的畫筆不再濃墨重彩，他的畫布變得灰暗，人物形象追求自然、更加忠於原貌──但這樣的轉變卻也讓他從此跌落畫壇。 荷蘭的風帆正在黃金時代的浪潮中駛向全世界，林布蘭的人生卻陷入了暗無星月的夜晚。因為不符合審美潮流，幾乎沒有人再肯委託他作畫，財務狀況每下愈況；到了人生的終章，林布蘭甚至必須割愛珍貴的異國收藏、不斷遷居，過世時幾乎可說是身無分文、窮愁潦倒…… ═════ 林布蘭畫布下的故事 ═════ ♦《夜巡》（The Night Watch） ──世界三大油畫之一，為何當年會被裁剪、焚毀、謾罵百年？ ♦《猶太新娘》（The Jewish Bride） ──讓梵谷為之瘋狂的詩意之作，訴說林布蘭一生最重要的女人 ♦《杜爾普教授的解剖課》（The Anatomy Lesson of Dr. Nicolaes Tulp） ──杜爾普教授是誰？一窺十七世紀荷蘭的醫學片段 ♦《克勞迪‧基維里斯密謀起義》（The Conspiracy of the Batavians under Claudius Civilis） ──只餘下草圖的偉大畫作，究竟是得罪了何人？ ♦《雅各與天使角鬥》（Jacob Wrestling with the Ange） ──無比經典的聖經故事，也是林布蘭一生心志的寫照…… 「我的身心為之一震，彷彿有一塊巧奪天工的色彩撲面而來。」 「當沉溺於心中的夢想時，他失去了一切，但同時，他也得到了一切。」 「終其一生他都生活在一個虛幻的世界中，這個世界有著無限的美麗和完滿，以至於世人只能聳聳肩，帶著惡意與嫉妒的嗤笑，不予理睬

Fans won't want to miss this original canon story set in the world of the Emmy® Award-winning Netflix animated series The Dragon Prince, with story by the creators of the series and of the New York Times bestselling Through the Moon (The Dragon Prince Graphic Novel #1).Learning magic is no easy thing, even for young Claudia. Despite a bit of help from a book of spells created by Kpp’Ar, her father’s former mentor, it’s all she can do to keep things from blowing up in her face—often with spectacularly messy results.But a spell book isn’t the only thing that Kpp’Ar left behind when he suddenly and mysteriously vanished. In his wake stands the Puzzle House, a bizarre tower full of magical traps, tricks, contraptions, and—what else—puzzles. Claudia is sure that the old mage left a gift for her and her brother, Soren, somewhere deep within its walls, and she is determined to find out exactly what it is. Can Claudia and Soren uncover all the mysteries hidden within the Puzzle House? Or will