and Transformers Using TensorFlow

「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

．針對行動與嵌入式裝置打造整合了TensorFlow的AI應用程式 ．學會各種最新的AI議題，例如電腦視覺、自然語言處理，還有深度強化學習 ．取得TensorFlow文件未收錄的實務導引以及超好用的獨家程式碼 身為開發者，您得隨時睜亮眼睛，準備好迎接下一波浪潮，同時還要留心現在最夯的是什麼。因此，如果把現在與未來這兩個世界的最佳方案整合起來的話，還有什麼比學會這個更棒的呢？AI人工智慧顯然是行動裝

《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。

此書配合108課綱，三民普通型高級中學英文課本內容編寫。是自主學習、課後複習最佳夥伴。本書針對課本、附冊的重點：課文、單字片語、句型詳加解析，並搭配專業老師精心編寫的即時練習，讓學習有重點，效率高。Read About It：逐句講解課本裡，每課課文文法重點、句構並提供中文翻譯。Words for Production & Idioms and Phrases：逐個介紹附冊裡的單字與片語，並提供搭配用法等補充資訊。Learn About Sentence Structure：說明課本內重點句型的意義與用法。延伸補充FYI：針對當課相關的額外資訊，彙整成四大類，字詞知識、Usage、字以類聚、slang & saying。提高自主學習效率。Give it a shot!：課文、單字片語、句型的即時練習，加深印象。

Python是當今使用最為廣泛的開發語言之一，被認為是開發深度學習程序的最佳語言。《深度學習項目開發實踐（TensorFlow Sklearn PyTorch）（微視頻版）》通過9個綜合實例，詳細講解了使用Python語言開發大型深度學習項目的過程，這些項目在現實應用中具有極強的代表性。第1章講解了AI智能問答系統的具體實現流程；第2章講解了AI智能推薦系統的具體實現流程；第3章講解了智能OCR文本檢測識別系統的具體實現流程；第4章講解了國際足球比賽結果預測系統的具體實現流程；第5章講解了智能繪圖系統的具體實現流程；第6章講解了利用ChatGPT開發微信客服機器人的具體實現流程；第7章講解了移動機器人智能物體識別系統的具體實現流程；第8章講解了AI考勤管理系統的具體實現流程；第9章講解了網絡輿情數據分析系統的具體實現流程。在具體講解每個實例時，都遵循項目的進度順序來講解，從接到項目到具體開發，直到最後的調試和發布，內容循序漸進，並穿插講解了這樣做的原因，深入講解了每個重點內容的具體細節，引領讀者全面掌握Python深度學習開發技術。《深度學習項目開發實踐（TensorFlow Sklearn PyTorch）（微視頻版）》不但適合Python深度學習開發的初學者學習，也適合有一定Python深度學習開發基礎的讀者學習，還可以作為有一定基礎的程序員的參考書。

«每個人的故事都有它的意義——透過挖掘劉宰的生命故事，探索南宋士人的崇高使命感 «不再侷限皇帝達官顯要的歷史——重新建構南宋基層社會樣貌 ◎「與士大夫共治天下」不是說說而已——致仕歸鄉仍有志於社會 劉宰是何許人也？劉宰並非南宋重臣名宦，身分僅為地方士人官僚，他在官途順遂且尚處壯年之時，毅然辭官返鄉。由於他過往擔任地方基層官的種種經驗，加之家鄉鎮江府金壇縣位處南宋與金的邊境，是當時南宋政局動盪的首衝之地，於是他選擇「退而不休」，不只積極號召、凝聚鄉親人力，更多次推動大型社會公益活動。 ◎小人物立大功——誰說只有權有勢的官宦才能影響政局及社會 縱然劉宰不似同時代的史彌遠、韓侂冑等人威名赫赫，劉宰雖已脫離官場，他仍時常與當權者通信，並且依據自己在地方地所聞所見，提供政策解決方案，同時對時局提出建言。他作為政府官方與地方士人的中介，促使南宋地方政府與基層社會緊密連結，展現南宋時代的獨特士人社會力。 作者結合地理環境和時代政局的變動，描繪劉宰一生所關注、推動以及與時代環境緊密連結的家國事業，藉由認識劉宰他的人格特質以及他所代表的南宋時代的士人社會力微觀研究出發，剖析環境與資源對區域的發展影響，建構出更完整的南宋社會樣貌，試圖從與過往不同的視角理解南宋在中國歷史轉型期的關鍵地位。 Huang Kuanchung is a social historian, political historian, cultural historian, and intellectual historian all at once. All his talents are in apparent in this fascinating and important study of Liu Zai 劉宰in Southern Song local society and national politics. 黃寬重同時是社會、政治、文化和思想史學家。他所有的才能，在這部精彩且重要的關於南宋地方社會和國家政治的劉宰研究中，顯露無遺。——Peter Bol（

«每個人的故事都有它的意義——透過挖掘劉宰的生命故事，探索南宋士人的崇高使命感 «不再侷限皇帝達官顯要的歷史——重新建構南宋基層社會樣貌 ◎「與士大夫共治天下」不是說說而已——致仕歸鄉仍有志於社會 劉宰是何許人也？劉宰並非南宋重臣名宦，身分僅為地方士人官僚，他在官途順遂且尚處壯年之時，毅然辭官返鄉。由於他過往擔任地方基層官的種種經驗，加之家鄉鎮江府金壇縣位處南宋與金的邊境，是當時南宋政局動盪的首衝之地，於是他選擇「退而不休」，不只積極號召、凝聚鄉親人力，更多次推動大型社會公益活動。 ◎小人物立大功——誰說只有權有勢的官宦才能影響政局及社會 縱然劉宰不似同時代的史彌遠、韓侂冑等人威名赫赫，劉宰雖已脫離官場，他仍時常與當權者通信，並且依據自己在地方地所聞所見，提供政策解決方案，同時對時局提出建言。他作為政府官方與地方士人的中介，促使南宋地方政府與基層社會緊密連結，展現南宋時代的獨特士人社會力。 作者結合地理環境和時代政局的變動，描繪劉宰一生所關注、推動以及與時代環境緊密連結的家國事業，藉由認識劉宰他的人格特質以及他所代表的南宋時代的士人社會力微觀研究出發，剖析環境與資源對區域的發展影響，建構出更完整的南宋社會樣貌，試圖從與過往不同的視角理解南宋在中國歷史轉型期的關鍵地位。 Huang Kuanchung is a social historian, political historian, cultural historian, and intellectual historian all at once. All his talents are in apparent in this fascinating and important study of Liu Zai 劉宰in Southern Song local society and national politics. 黃寬重同時是社會、政治、文化和思想史學家。他所有的才能，在這部精彩且重要的關於南宋地方社會和國家政治的劉宰研究中，顯露無遺。——Peter Bol（包弼德）&n

The strongest Avenger teams up with two up-and-coming heroes on an internet-breaking adventure Can they pull the plug on evil? First, Captain Marvel joins Gwen Stacy, aka Ghost-Spider, on a web-based adventure Things get APP-rehenzive when a new craze--ClikClok--sweeps the city, and the Mad Thinker and the Awesome Android plan to use it for their own nefarious scheme Then, just as Carol is recovering from one mission, she starts another--without even knowing it When technical difficulties bring her face to face with her digital doppelg nger, she'll need some help from the Unbeatable Squirrel Girl to save the day Collects Marvel Action: Captain Marvel Vol. Two, issues #1-5, from writer Sam Maggs (The Unstoppable Wasp, My Little Pony/Transformers) and artists Sweeney Boo (Eat, and Love Yourself) and new talent Isabel Escalante

趁著哈洛小森林的動物們正在慶祝著四季的交替和各種重要的節日時，讓我們隨著他們的腳步，一同走進這些活潑的小故事中探險吧！中英對照，讓你365天都有新鮮有趣的故事。 There^s an adventure for every day of the year, and you can read the stories one at a time or in bunches. If you lik

趁著哈洛小森林的動物們正在慶祝著四季的交替和各種重要的節日時，讓我們隨著他們的腳步，一同走進這些活潑的小故事中探險吧！中英對照，讓你365天都有新鮮有趣的故事。 There^s an adventure for every day of the year, and you can read the stories one at a time or in bunches. If you lik

「沒有大量資料支撐的人工智慧就是人工智障」 了解人工智慧各方面，深度學習其重點技術和平臺工具 將技術應用到實際工作場景中，共同創建一個智慧的時代！ 【TensorFlow】 從第一個TensorFlow程式的簡單介紹開始，涵蓋了過擬合、特徵工程等核心概念，為讀者提供了穩固的基礎。接著闡述幾個高階主題，包括特徵交叉、正則化、邏輯迴歸和分類。 【神經網路】 本章全面介紹神經網路的概念和技術。從基本的定義到如何訓練神經網路，再到多類別神經網路和嵌入技術，讀者可以獲得一個完整的神經網路知識架構。 【知識圖譜】 本章深入探討知識圖譜，從基本定義到建構的關鍵技術，再到知識運算及其應用，提供了一個全面視角，幫助讀者理解知識圖譜在現代技術中的重要性。 【資料挖掘】 本章集中於資料挖掘的概念和技術。資料挖掘是大數據領域的核心，涵蓋了資料探勘方法、大數據思維等關鍵概念，對於想要深入了解大數據領域的讀者來說，這一章節提供了扎實的知識基礎。 【AI和大數據應用於特定領域】 專門探討了AI和大數據在特定領域的應用，包括銀行、醫療等行業。不僅分析了這些領域的現況，還提供了實例分析，幫助讀者了解AI和大數據如何在實際場景中產生價值。 【附錄】 最後提供了3個附錄，為讀者提供了大數據和人工智慧的線上資料，以及本書中採用的AI中英文術語和術語列表，這對於想要進一步探索這一領域的讀者來說是非常有幫助的資源。 本書特色：本書全面講述人工智慧與大數據涉及的應用，共分8章，包括TensorFlow、神經網路、知識圖譜、資料挖掘等，詳細說明了人工智慧在各領域的潛在價值及實際案例分析。閱讀完本書後，讀者將對人工智慧技術有全面的理解，並能掌握AI整體知識架構。

使用AI時代最火紅的Python語言深入剖析麥克納姆輪移動原理與四軸機器手臂夾爪的控制使用OpenCV配合攝影機達成顏色、人臉的AI辨識活用TensorFlow Lite、SVM演算法、SSD演算法打造多功能自駕車智能系統，實現偵測道路、辨識號誌與行駛速度的深度學習模型

It's gardening time! Can you rake the soil and plant the seeds?In this fun new series, little ones learn first words and experiences by using satisfying sliders and sturdy flaps. Each spread introduce

It's play time! Can you play on the swings and jump on the trampoline?In this fun new series, little ones learn first words and experiences by using satisfying sliders and sturdy flaps. Each spread in

You've gone on adventures with Cruz Coronado and his fellow recruits as they communicated with whales using the Universal Cetacean Communicator, camouflaged themselves using the Lumagine shadow badge,

★詳細說明從ES6開始的JavaScript語言新標準 *使用微軟跨平台Visual Studio Code程式碼編輯器 *使用JavaScript版TensorFlow建構客戶端人工智慧的機器學習應用 *完整說明JavaScript基本語法、JavaScript自訂和內建物件。 *使用大量程式範例和圖例來說明HTML網頁的DOM。 *詳細說明CSS選擇器和如何使用JavaScript程式碼存取C

A beautiful and gentle look at the circle of life, using Christine Pym's gorgeous animals characters to explore the emotions and facts around death, with questions such as Is it ok to talk about dying

Tells the whole story using excerpts from the original text-not just a primer!What fools these mortals be!?―Puck, Act III, Scene 2, 115Join Bottom the Weaver, Oberon and Titania, and the confused love

Using the incredible Anatomicum as inspiration, this activity book is bursting with fascinating facts and puzzles, perfect for budding artists and science enthusiasts. Activities include amazing mazes

Oh no! It's raining. Can you help Bear put on his wellington boots and rain mac?In this fun new series, little ones learn first words and experiences by using satisfying sliders and sturdy flaps. Each

35 step-by-step art projects using paint and paper, for children aged 7+.35 step-by-step art projects using paint and paper, for children aged 7+. My First Painting and Collage Book shows you differen

Intended for advanced undergraduates and graduate students in mathematics, physics, and chemistry, this work teaches problem-solving using the theory of special functions. The concise treatment presen

On this bright, sunny day everyone is busy outdoors - the bee, the butterfly, the frog and the duck, all making their special noises and doing their everyday tasks. Vibrant scenes come to life using V

This heartwarming book encourages positive behavior by using the concept of an invisible bucket to show children how easy and rewarding it is to express kindness, appreciation, and love by "filling bu

Using modern technology and traditional search techniques to solve mysteries including the missing female pharaoh Hatshepsut, the lost city of Ubar, and the location of explorer Sir John Franklin.

Hello, elephants and lions. Hello, penguins and monkeys. Hello, ... fun! The new Seedlings books offer irresistible introductions to six exotic but familiar animals, using a friendly voice and text cr

Find out how a submarine works in this interactive book with flaps and holes.Lift flaps and peep through holes to explore with a little sub on a deep-sea dive. Find out how the sub works by opening it up and peeping inside at the cockpit and the ballast tanks, and help the crew collect deep-sea samples using the mechanical arms. There's lots to learn about marine life, too - investigate what an octopus is guarding, meet a hammerhead shark and switch off the sub lights to see all the glowing creatures in the dark.

Sing along with Bluey and Bingo!Bluey and Bingo love to sing! They even make up fun songs for their games. Join them and sing along to The Wheels on the Bus, Ten Green Bottles and Poor Little Bug on the Wall, and other Bluey and Bingo tunes.Follow the tabs in this musical board book and start singing!More Bluey fun:Bluey: Love From BlueyBluey: PerfectBluey: What Games Should We Play?Bluey is an Emmy award-winning Australian children's television programme following the adventures of a loveable six-year-old Blue Heeler Puppy, Bluey and her family. It’s currently showing on Disney+, BBC iPlayer and CBeebies in the UK. Bluey enjoys exploring the world and using her imagination to turn everyday life into an amazing adventure. Join Bluey in this fun collection of story, activity and novelty books that celebrate play.

Draw your favourite Bluey characters using this step-by-step guide!Draw your favourite Bluey characters with this easy and fun step-by-step guide! Learn how to draw Bluey and Bingo and all their family and friends, even Unicorse! WAKADOO!Want more Bluey? Also available:Bluey: Bluey’s Beach A Craft Activity BookBluey: What Games Should We Play? A Lift-the-Flap BookBluey: Super Stickers

The original biodynamic sowing and planting calendar, now in its 62nd year. The simple, two-week-to-view layout features detailed planting, tending and harvesting information to help both seasoned biodynamic farmers and beginner gardeners maximise the yield and vitality of crops and plants. Trusted by generations of growers, the ultimate biodynamic features:-- An easy-to-view layout making it simpler to plan what to do and when-- Space to add your own notes-- Clear headings and sections for fast look-ups-- NEW! A lay-flat spine means it's easy to consult the Calendar, keep your place and make notes-- Information on solar and lunar events and planetary aspects-- A pull-out wallchart that can be pinned up in a barn, shed or greenhouse as a handy quick reference-- Eco-friendly printing with recycled FSC paper using plant-based inks

A Yeticorn's charging about on the loose!Bea often tells little fibs when something goes wrong. Fairy-cats wiped mud all over the floor, wild octoponies flooded the bathroom... and lately, a humongous Yeticorn has been charging around, gobbling up her sister Edie's sweets and sneezing confetti everywhere!But one day, Bea wakes to find that a YeticornREALLYhas come to stay - and his whippy, trippy tail causes all sorts of problems that she gets the blame for!Can Bea find the courage to stop fibbing and finally tell the truth?This hilarious and heartwarming rhyming tale about sibling friendship, telling the truth, and the power of using your imagination for good - from incredible new picture book talent Rachel Morrisroe and bestselling illustrator Ella Okstad.

From bestselling author Anna Kemp comes a cautionary tale of what happens when you push a mole too far...In a beautiful, green, wild wild wood lives a gentle mole. But then a SOLD sign appears in the wood one morning, and Mole decides to write a firmly worded letter to Barry Bristlethwaite of Burnum Buildem Real Estate: their home is not for sale!But when diggers arrive the next morning, Mole and his friends must activate Plan B! Will they be able to save their wood?Wild Wild Wood is an empowering, rhyming tale about the power of using your voice.

想擺脫陰魂不散的前任或黏人的朋友嗎？交給Meg吧！達成率100%的她專用各種方法，替委託人驅逐身邊的麻煩人物。然而某天，她經手過的一名麻煩竟然現身她的屋外…這會是她漂亮業績上的第一敗嗎？A Winner. Funny and engaging' Belfast Telegraph'Brilliant' BellaMeet Meg Monroe, the fixer. If you want to get rid of someone you call Meg. (No, not like that - this would be a very different book!)Using her brilliant intuition, people reading skills and with masterful manipulation Meg befriends her mark and tells them what they want to hear, using it to convince them to see the error of their ways. She's never once found a case she can't handle - affairs, clingy former-friends, useless employees and exes that can't take the hint. But when a blast from the past turns up on Meg's doorstep, will she get caught in her own web of lies?

Wry, witty and very funny diary-style story packed with doodles and comic strips about the frustration trickster god Loki feels at having to live trapped in the body of a weedy eleven-year-old boy. After one trick too many, Loki is banished to live on Earth as a "normal" school boy. Forbidden from using his AWESOME godly powers, Loki must show moral improvement.As he records his lies THE TRUTH in his magical (judgemental) diary, it becomes clear Loki hasn't a clue how to tell good from evil, trust from tricks, or friends from enemies.

Improve children’s writing and teach them valuable life skills at home using creative real-life writing activities. The colorful illustrations provide fun and simple writing exercises to show children how diverse and innovative writing in today’s world can be.Real-World Writing for Today’s Kids includes nine creative writing units that help children practice real-world writing. Plus, each unit includes engaging art and hands-on activities that demonstrate how writing is used to solve problems, express ideas, inspire, and help people.Each writing topic includes:A guided introduction that demonstrates how to write about each theme.Writing examples and practice activities that explain how to write about each theme.Inspirational messages and career ideas to motivate children and help them understand how writing is used in the real world.Real-world writing activities include:Bumper sticker messaging and artPersuasive fundraising letterMovie reviewHow to write an emailPet-care directionsChil

Improve children’s writing and teach them valuable life skills at home using creative real-life writing activities. The colorful illustrations provide fun and simple writing exercises to show children how diverse and innovative writing in today’s world can be.Real-World Writing for Today’s Kids includes nine creative writing units that help children practice real-world writing. Plus, each unit includes engaging art and hands-on activities that demonstrate how writing is used to solve problems, express ideas, inspire, and help people.Each writing topic includes:A guided introduction that demonstrates how to write about each theme.Writing examples and practice activities that explain how to write about each theme.Inspirational messages and career ideas to motivate children and help them understand how writing is used in the real world.Real-world writing activities include:Bumper sticker messaging and artPersuasive fundraising letterMovie reviewHow to write an emailPet-care directionsChil

Improve children’s writing and teach them valuable life skills at home using creative real-life writing activities. The colorful illustrations provide fun and simple writing exercises to show children how diverse and innovative writing in today’s world can be.Real-World Writing for Today’s Kids includes nine creative writing units that help children practice real-world writing. Plus, each unit includes engaging art and hands-on activities that demonstrate how writing is used to solve problems, express ideas, inspire, and help people.Each writing topic includes:A guided introduction that demonstrates how to write about each theme.Writing examples and practice activities that explain how to write about each theme.Inspirational messages and career ideas to motivate children and help them understand how writing is used in the real world.Real-world writing activities include:Bumper sticker messaging and artPersuasive fundraising letterMovie reviewHow to write an emailPet-care directionsChil

內容介紹: 會coding並不代表會建模！你是否曾經有以下問題：「如何評估模型的適用性？」「有人說模型參數越多越不好？」「各種模型的差異以及特色是什麼？」「有人說模型好壞不能只看預測精確率？」「要選哪一種模型比較適合手上的資料？」這本書，將帶你釐清以上所有疑惑，以及你心中更多問不出來的問題！市面上有很多優質的書籍，可以將建模工具（如：TensorFlow、Keras、PyTorch

Give your child positive math experiences and strong math foundations with Smart Start: Math Stories and Activities. The colorful activities introduce math concepts in creative ways using math stories to help children recognize number relationships in the world around them.Smart Start: Math Stories and Activities workbooks provide structured weekly activities to help children practice and learn numbers, counting, measurement, addition and subtraction, shape recognition, and graphing. Audio story read-alouds with colorful illustrations help students learn math concepts and make connections to the real world. Illustrated activities provide meaningful practice in a variety of formats, giving children multiple opportunities to achieve understanding.Math activities:Provide strong math foundations that teach the most important math skills.Include creative and fun lessons thathelp children create positive math connections.Provide reward stickers to motivate children to complete the activities

深度學習是目前人工智慧裡最熱門的領域之一，許多生活上的應用，如語言翻譯、語音識別、圖形識別、物件偵測、圖像生成等，皆運用了深度學習的技術，而取得重大的突破。 在學習開發深度學習演算法時，首先要選擇開發工具與環境。市面上有許多開發深度學習技術的套件，如Tensorflow、Keras、PyTorch、MXNet等，這些工具雖然大幅降低進入深度學習技術的門檻，但仍有環境設置困難、套件版本不一等缺點。