Managing Large Language Models in Production

「使用 AI 來開發應用程式日益簡單，但在將 LLM 部署到生產環境時，才會面臨真正的挑戰。本書是我用來教導學生掌握複雜的 LLMOps，並成功部署大型語言模型的重要指南。本書以清楚、可行的解決方案，幫助讀者將 LLM 原型轉化為穩定、可投入生產的 AI 系統，是一本不可或缺的讀物。」 ―― Ammar Mohanna，EDT&Partners 首席 AI 顧問暨貝魯特美國大學講師 「本書透過清楚、可實作的指導揭開 LLMOps 的神秘面紗。這本完美的資源非常適合機器學習工程師、平台團隊，以及想將 LLM 從原型推向生產環境的所有人。」 ―― Nirmal Budhathoki，微軟資深資料科學家 大型語言模型的一大特點，是它們不再依循舊規則。在運行 GenAI 時，傳統的 MLOps 幾乎無助於事，模型會產生幻覺、安全假設不再成立、監視機制失靈、agent 可能無法正常運作，你會突然進入一片未知的領域。這就是 LLMOps 成為一個獨立領域的原因。 本書將帶領你在真正的使用者面前，以及在現實的商業環境中成功運行這些系統。本書不會教你做出華麗的 demo，而是教你讓 LLM 系統在現實世界中穩定運作。 • 掌握運作 LLM 所需的新角色與流程 • 在傳統指標無法全面反映效能時，監視 LLM 的實際表現 • 針對 GenAI 設計真正有意義的評估、治理、安全稽核機制 • 管理 agent、RAG 系統，與不斷演變的提示詞帶來的營運混亂 • 擴展基礎設施，並且控制運算成本

Prof. William S-Y. Wang, an eminent linguist, has made significant contributions to the field regarding lexical diffusion, experimental phonetic studies, language simulation and modeling, and aging and language. To celebrate his 90th birthday, colleagues and friends worldwide have contributed over 30 articles to a two-volume Festschrift. The English volume includes topics such as Chinese language evolution, the relationship between language and music, and the brain processes involved in language production. This Festschrift is written by and for experienced language researchers and is also suitable for students of Chinese linguistics and those interested in Chinese culture, history, and neurology.

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

本書將包括傳統產業及高新科技產業在內的各行各業，其企業內部錯綜複雜的營運，劃分為五個企業功能(Five Business Function)──行銷、生產、研究發展、人事及財會。若與一般通用之五管理功能──計劃、組織、用人、指導及控制──相連貫，即為企業管理之必勝手段。管理功能是公司內部陰密的「管人」(Managing People)活動，外人不易明瞭，而企業功能則是陽顯的「做事」(Doing T

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。

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： 逐個介紹課本裡的單字與片語，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。

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。 1. Read About It： 逐句講解課本的每課課文文法重點、句構，並提供中文翻譯。 2. Words for Production & Idioms and Phrases： 詳細介紹每課的單字與片語，並提供搭配用法等補充資訊。 3. Learn About Sentence Structures： 說明課本內重點句型的意義與用法，並提供例句及練習，增強理解。 4. 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。 5. Give it a shot!： 課文、單字片語、句型的即時練習，加深印象。

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。

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： 逐個介紹課本裡的單字與片語，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。

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： 逐個介紹課本裡的單字與片語，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。

Formal Models of Domestic Politics offers a unified and accessible approach to canonical and important new models of politics. Intended for political science and economics students who have already taken a course in game theory, this new edition retains the widely appreciated pedagogic approach of the first edition. Coverage has been expanded to include a new chapter on nondemocracy; new material on valance and issue ownership, dynamic veto and legislative bargaining, delegation to leaders by imperfectly informed politicians, and voter competence; and numerous additional exercises. Political economists, comparativists, and Americanists will all find models in the text central to their research interests. This leading graduate textbook assumes no mathematical knowledge beyond basic calculus, with an emphasis placed on clarity of presentation. Political scientists will appreciate the simplification of economic environments to focus on the political logic of models; economists will discov

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本書特色Analyzing authors by analyzing the words they use;Revealing the person behind the pages by revealing the condition of language.序【Acknowledgements】 I want to thank Mr. Michael Song, the President of Showwe Publisher (Taipei, Taiwan), for his encouragement and his thoughtfulness. My thanks also go to Irene Cheng and Lestat Yin for making this book possible.【Preface】 The initial idea of writing such a book on the condition of language comes from a question, which was asked by Jean-Paul Sartre in his book, What is Literature? In fact, Sartre truly wanted to ask himself and the readers, this essential question - 'What is Writing'? In Sartre's Words, again, he mentioned the way in which Charles Schweitzer was 'amazed' (Sartre 89) by the French language. In some ways, Schweitzer did not consider himself 'as a writer' - he 'played' with the language, and yet, 'had not quite made it his own' (Sartre 89). Sartre's words indicate that to write in a specific language - as a writer - firstl

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Since the publication of Wine Production: Vine to Bottle (2005) and Wine Quality: Tasting and Selection (2009), there has been a great deal of change in the wine industry, and the perceptions of criti

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Evolution of language has evolved at multiple levels - from changes in the cognitive processes by which language is acquired in the individual, to language change by diffusion of acquired linguistic f

Emerging technologies such as the Internet and biotechnology have the potential to create new industries and transform existing ones. Incumbent firms, despite their superior resources, often lose out to smaller rivals in developing emerging technologies. Why do these incumbents have so much difficulty with disruptive technologies? How can they anticipate and overcome their handicaps? Wharton on Managing Emerging Technologies presents insights, tools, and frameworks from leading busi-ness thinkers based on the research of Wharton's Emerging Technologies Management Research Program. This pioneering industry-academic partnership, established in 1994, is one of the longest and broadest initiatives on the management of emerging technologies. For the first time, this book distills the insights from the program into a single volume for managers, covering a wide range of issues related to the successful management of emerging technologies. The editors contend that managing emerging technologie

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《圓覺經》全名《大方廣圓覺修多羅了義經》，透過文殊師利等十二位菩薩與佛陀的問答，宣說如來圓覺妙理，揭櫫一切眾生具足圓覺妙心，是指引如何修行成佛的經典。《圓覺經》廣受唐代天台、華嚴、禪宗、密宗重視，北宋郭印提出佛教四書，清末吳坤修甄選釋氏十三經，它從未缺席，又早早流布高麗與鎌倉時代的朝鮮、日本。該經一卷之薄，允為東亞漢傳佛教「經中之睛」。是次新注新譯，深度利用東亞文獻以校勘、輯佚，紹述唐僧玄奘忠於原典及思想、語言原貌之傳統，從佛學乃至文學角度，予以精當闡釋，化深奧為易懂，內容至簡至要。〈導讀〉一文更明析該經結構、善本、善注、文體，乃至東亞古典時代地位諸議題。研讀佛教經典者，切莫錯過。The Sūtra of Perfect Englightenment 圓覺經, whose full title is The Nītârtha Sūtra on the canon of the great and expansive Perfect Enlightenment (Dà fāngguăng yuánjué xiūduōluó liǎoyì jīng) 大方廣圓覺修多羅了義經, uses a conversation between the Buddha and twelve Bodhisattvas, led by Mañjuśrī, to promulgate the wondrous doctrine of perfect enlightenment. It discloses that all sentient beings have an innate mind of perfect enlightenment, and guides them on how to train to attain Buddhahood. In the Tang dynasty, the Sūtra of Perfect Enlightenment was held in high esteem by the Tiantai, Huayan, Chan, and Vajrayāna (Esoteric) schools. And it was listed in the four Buddhist classics proposed by the Northern Song’s G

全方位重點 ALL IN ONE鞏固基礎｜課文結構、寫作手法以表格統整延伸知識｜彙整必讀、必考語文知識強化閱讀｜每課一組閱讀題，練習統測題型

«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 top-of-the-class, extra special new bestseller from multi-million copy selling author and illustrator Liz Pichon - now in paperback. A laugh-out-loud, packed-with-pictures Tom Gates story! Oh no! Tom's stuck at home with a fractured ankle and it's spoiling his fun. Doodling on his plaster cast helps to pass the time, along with visits from family (with treats), friends and even Rooster managing to sneak in.Tom remembers other fun times he's had, like metal detecting with Uncle Kevin and the cousins or inventing a new secret language with Derek. But only ONE thing will cheer Tom up: a caramel doughnut from the new bakery... trouble is, every other kid in town keeps getting there before him! ABOUT THE SERIES: Written in diary form Every page STUFFED full of laughs, stories, doodles and creative FUN The Brilliant World of Tom Gates was the winner of the Roald Dahl Funny Prize! Perfect gifts for boys & girls who love to laugh themselves silly The first series of The Brilliant World

※本書版稅全數捐贈社團法人中華民國肯愛社會服務協會場上的拚搏，是他賭上青春的印記「球沒落地，絕不放棄」李洋自述成長故事！「正因為我普通，所以才更努力去做我想做的！」2024年8月4日巴黎，在眾人屏息期待下，李洋與王齊麟摘下運動最高殿堂羽球男雙金牌，創下史上首次羽球項目男子雙打連續奪得金牌的紀錄。2021年7月31日東京，羽球男雙金牌戰，決勝點的一記壓線球「IN」，李洋成功守住了前場。「我喜歡打球，所以我也會繼續開心地、努力地在球場上追逐我的夢想。」他始終不忘喜愛羽球的初心，但曾經，他也想過要放棄……李洋的羽球生涯起步較晚，從乙組晉升甲組，足足熬了八年。父親說他「你不是這塊料」，讓他徹夜痛哭，掙扎是否該放下手上的球拍。最後，他擦乾淚水，踏實地一步步走上運動最高殿堂，「逐夢路上艱辛難免，但並不孤單」。想知道李洋是如何堅定目標，勇敢逐夢嗎？想知道燦爛笑容之下，有多少酸甜苦辣的故事嗎？想知道面對人生選擇時，他是如何取捨嗎？讓李洋親自告訴你，他是誰。專文推薦陳宏麟（中華隊羽球雙打教練、土地銀行羽球隊教練）王齊麟（中華隊羽球男子雙打選手）李峻淯（李洋父親、中央銀行羽球社主力球員）「競技運動場上永遠不會有終點，每天都是新的起點，唯有不斷突破、堅持，才能享受最後甜美的果實。」──陳宏麟（中華隊羽球雙打教練、土地銀行羽球隊教練）「希望我們在接下來的比賽都能有不錯的成績，可以一起站上更多重要比賽的領獎臺，一起搭配，打到不能動為止。」──王齊麟（中華隊羽球男子雙打選手）「志在峰巔的攀登者，不會陶醉在沿途的某個腳印之中，激情過後，我告訴李洋：當更謙卑、更努力，以不負自我期許，以及國家所託、同胞所望！」──李峻淯（李洋父親、中央銀行羽球社主力球員）