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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It's Mr Large's birthday and Mrs Large has prepared him a meal, as they're going to celebrate with a quiet night in. But as usual in the Large household, things don't go to plan, and Mr and Mrs Large

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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The Art and Making of Luck showcases, in beautifully illustrated detail, the concept art behind the story of the unluckiest girl in the world: Sam Greenfield. From Skydance Animation and Apple Original Films, Luck is a charming animated comedy for both adults and kids alike. When Sam stumbles into the never-before-seen world of good and bad luck, she sets out on a quest to find good luck for her best friend Hazel, so that she can find a forever family. This coffee table hardback is filled with intricate sketches, vivid concept designs, storyboards, production art, and rendered 3D models for the animated film, alongside insight from the filmmakers.

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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Find out what it takes to be a firefighter in this exciting board book with press-out models!Race to the rescue and discover what it takes to be a firefighter! Follow the story of firefighters answeri

風靡全球的兒少／成人科普繪本物理學家也讚嘆，量子物理原來可以這樣理解！★獲獎紀錄豐富－2018年英國少年雜誌最佳兒童設計／圖書銀獎 (Silver for Best Designed/Illustrated Book for Children)－2018年英國圖書設計與製作獎 (British Book Design and Production Awards)－入圍2019美國科學促進會／速霸陸汽車公司頒發的科學圖書優等獎（中級科學圖書類）(the 2019 AAAS/Subaru SB&F Prize for Excellence in Science Books (Middle Grades Science Book category))－獲選為「速霸陸愛學習計畫」(Subaru Loves Learning Program) 教材圖書，被開發為免費教材在全美進行推廣－獲選第79梯次「好書大家讀」 優良少年兒童讀物★各國爭相出版西班牙文、英文、法文、義大利文、德文、簡體中文、韓文、俄文等多種語言版本陸續出版，深受各國讀者喜愛。★亞馬遜網路書店評價 4.7 顆星，盛讚如潮！「圖畫可愛有趣，文字清晰易讀，作為一名科學家，我發現了以前我不知道的事情。」──亞馬遜讀者 5 星評論「如果你想讓孩子變聰明，這本書是必須的！」──亞馬遜 5 星評論★當當網好評率100%，點讚數直逼2萬！「不要低估小學生的理解力，我家那位竟然看得津津有味，還說要去查查普朗克是如何攻克什麼的，總之把老母親哄得一愣一愣，這本書他非常喜歡。」──當當網 10 星評論「這本書每一頁都有愛因斯坦老師給孩子講一些物理知識，兒子卡住不懂的時候會問我，其實我有些知識也是跟他一起讀這本書理解的。」──當當網 10 星評論【本書簡介】我們周圍的一切，包含我們自己，都是由小於奈米的微小顆粒組成。量子物理學是這些粒子的科學，沒有它，我們的電子設備都不存在。量子粒子的特性和行為很奇妙，和我們日常生活中所見的物體完全不同。透過這本豐富的圖解指南，愛因斯坦博士將帶領我們從牛頓的古典物理開始，介紹到普朗克的量子、光的波粒二象性、物質和反物質、量子糾纏、薛丁格的貓……帶你進入神秘又有趣的量子世界。【本書特色】◎獨一無二！量子物理啟蒙繪本量子物理在大多數的成人眼裡好比外星語言，本書卻從兒童的視角出發，把艱澀的原理變得簡

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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Collins brings the Queen of Crime, Agatha Christie, to English language learners.Agatha Christie is the most widely published author of all time and in any language. Now Collins has adapted her famous detective novels for English language learners. These carefully adapted versions are shorter with the language targeted at upper-intermediate learners (CEF level B2).Each reader includes:Audio with a reading of the adapted storyHelpful notes on charactersCultural and historical notes relevant to the plotA glossary of the more difficult wordsRecently, there have been some strange things happening at Styles, a large country house in Essex. Evelyn Howard, a loyal friend to the family for years, left the house after an argument with Mrs Inglethorp. Mrs Inglethorp is then suddenly taken ill and dies. Has she been poisoned? It is up to the famous Belgian detective, Hercule Poirot, to find out what happened.

Language for Specific Purposes is a growth area in research and application in both academic and occupational settings. The book contains an overview of key concepts and research findings, grounded an

The participants agreed that a mechanism toward an international collaboration on improving total farm efficiency in swine production in the Asian and Pacific region must be set up. There is a critica

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

Language matters greatly in almost every aspect of human behaviour and experience. Neurally and culturally humans are powerfully equipped to acquire language and use it for a variety of cognitive and

Forword This is an abridged translation of a booklet originally written in Chinese. It is a brief account of my personal experience in educational work written in the hope that the facts related herei

This important book on the culture of the potato presents scientific information for potato growers in an easily accessible format and clear language. Managing the Potato Production System contains al

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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

《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

AI 語言技術的進步，正以前所未有的速度改變世界！「Jay和Maarten一如既往地運用精美的插圖為複雜主題提供深具洞察的描述。對於任何想了解大型語言模型背後主要技術的人來說，這本書都是寶貴的資源。」—Andrew Ng（吳恩達)，DeepLearning.AI 創辦人「我想不出有哪本書比這本書更重要，值得現在就去閱讀。書中的每一頁，我都學到在這個語言模型時代，對於成功至關重要的知識。」—Josh Starmer，StatQuest想深入了解大型語言模型的奧秘，並將其應用於實際專案中？《Hands-On Large Language Models》正是為你量身打造的指南！由知名AI專家Jay Alammar和Maarten Grootendorst執筆，透過近300幅精美圖解，帶你輕鬆掌握LLM的核心概念和實踐技巧。無論是文案撰寫、摘要生成，還是建立先進的語義搜尋系統，本書都提供了詳盡的步驟和範例，助你在AI領域中脫穎而出。快讓《Hands-On Large Language Models》開啟你的 AI 進階之旅！--------------------------------------------------------近年來，AI在語言處理領域取得了驚人的突破。隨著深度學習的快速發展，語言AI系統在文字寫作與理解方面的能力，比以往任何時候都更加出色。這一趨勢正在催生全新的功能、產品，甚至是全新的產業。透過本書視覺化的教學方式，你將學習如何運用這些強大技術，掌握實用工具與關鍵概念，並能立即應用於你的專案中！你將學會如何運用預訓練的 LLM 進行文案撰寫與摘要生成；打造超越傳統關鍵字匹配技術的語義搜尋系統；運用現有的函式庫和預訓練模型，來進行文本分類、搜尋與聚類。本書將助你深入理解：• Transformer語言模型的架構，掌握文本生成與語意表達的核心技術。• 構建高效的LLM流程，對文本資料進行聚類並探索其主題。• 透過密集檢索（dense retrieval）與重新排名（reranking），構建超越關鍵字匹配的語義搜尋引擎。• 從提示工程（prompt engineering）到檢索擴增生成（RAG），探索生成式AI的各種運用方式。• 深入學習如何訓練 LLM，針對特定應用進行優化，包括生成式微調（generative fine-tuning）、對比微調（

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

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（