Machine Learning for Financial Risk Management with Python

獲《Kirkus》《School Library Journal》等專業書評推薦由 David Elliott 與插畫家 Randy Cecil 攜手完成，本書以詩歌形式，向世界上所有生物舉杯致意。從飛翔的鳥、神祕的魚，到黏人又忠心的狗，每一種生命都被描寫得誠懇而有趣。文字節奏輕快，畫面充滿細節與喜感，使閱讀成為一場聲音與圖像的遊戲。Here's to exuberant read-alouds! This picture book ode to joy invites us to celebrate the world's vast diversity - and feel pretty happy with our place in it, too.Here's to the birds!The Feather People!Birds!Here's to the birds and the bears and the bugs! Here's to the weird and wacky, the cute and creepy! From toothy fish to let-you-when-you're-sleeping cats to lick-lick-lick-lick-lick-lick dogs, every creature is unique and lovable . . . especially you! The infectious joy of David Elliott's wonderful read-aloud poem and Randy Cecil's brilliant, amusing artwork is sure to have children reciting along.

本書是哈林文藝復興時期少被提及、卻極具前瞻性的小說代表。由Pauline Hopkins所寫，故事融合神祕主義、恐怖氛圍與種族認同，展開一段關於愛、權力與血緣的震撼敘事。混血醫學生 Reuel Briggs 對自身的黑人身分與非洲歷史毫不在意，卻在前往衣索比亞的考古行程中，意外被帶入埋藏六千年的古城 Telassar，並受制於女王 Candace。在奢華而危險的宮殿裡，他逐步面對被隱瞞的家族真相，也重新理解血統、歷史與自我認同的重量。本書既具娛樂性，也直指種族偏見與歷史失語的核心，書名所指的「同源之血」，正是對人類彼此相連的深刻宣言。“Mysticism, horror, and racial identity merge fluidly in this thrilling tale of love, obsession, and power” (Publishers Weekly) written by one of the lesser-known literary figures of the much-lauded Harlem Renaissance.Pauline Hopkins is considered by some to be the most prolific African-American woman writer and the most influential literary editor of the first decade of the twentieth century, and Of One Blood is the last of four novels she wrote.Mixed-race medical student Reuel Briggs doesn't give a damn about being Black and cares less for African history. When he arrives in Ethiopia on an archeological trip, his only interest is to raid as much of the country's lost treasures as possible so that he can make big bucks

成本與管理會計是針對已完成財務會計課程的學生使用，成本與管理會計提供管理人員計算產品成本、評估績效及制定決策所需的資訊，因此，在整個企業管理過程中，成本與管理會計扮演著非常重要的角色。 不同的目的需要不同的成本資訊(different cost for different purposes)，這句話道出成本與管理會計是屬於公司內部會計的範疇，較不受財務會計準則委員會(FASB)所制定的一般公

為什麼聰明人也會做出愚蠢行為？從比爾‧柯林頓的醜聞到休‧葛蘭特的荒唐事件，再到不合理的怒吼、扭曲的自我認知，《與內在白癡共處》以幽默又犀利的筆觸，揭露人類潛意識中那個叫作「Inner Dummy」的原始衝動！心理作家大衛‧魏納融合佛洛伊德理論與演化心理學，解析我們腦中那渴望性、地位與生存的原始本能。讀者不僅能笑看社會奇聞，更能學會如何駕馭內心的白癡衝動，避免讓生活陷入災難。From the sexcapades of Bill Clinton to the unbelievable story of Hugh Grant and the prostitute; from the 15-year-old who weighs only 82 pounds but believes she's obese, to the professor who screams profanities at other drivers in snarled traffic--we wonder out loud, "What are they thinking?!" What drives so many apparently normal, intelligent people to act irrationally, harming themselves and others?According to Sigmund Freud, such behavior may be caused by the "id," our built-in mental invitation to everything from dangerous fun to horrendous acts of irrationality. For popular psychology writer David Weiner, "id" stands for "Inner Dummy," the part of the brain that we must come to understand if we are ever to know why we do foolish, irrational, and compulsive things. Drawing on the groundbreaking the

Schama explores the mysterious contradictions of the Dutch nation that invented itself from the ground up, attained an unprecedented level of affluence, and lived in constant dread of being corrupted by happiness. Drawing on a vast array of period documents and sumptuously reproduced art, Schama re-creates in precise detail a nation's mental state. He tells of bloody uprisings and beached whales, of the cult of hygiene and the plague of tobacco, of thrifty housewives and profligate tulip-speculators. He tells us how the Dutch celebrated themselves and how they were slandered by their enemies. "History on the grand scale...An ambitious portrait of one of the most remarkable episodes in modern history."--New York Times"Wonderfully inclusive; with wit and intense curiosity he teases out meaning from every aspect of Dutch seventeenth-century life."--Robert Hughes

本書描寫東洛杉磯最「跩」的低底盤貓查托，一場自以為天衣無縫、實則笑料百出的晚餐計畫。新搬來的老鼠一家，在查托眼中簡直是完美佳餚，他與好友諾維歐男孩早早備妥鍋碗瓢盆、玉米餅與豆子，準備來場「盛情款待」。沒想到，老鼠們卻帶來一位意想不到的客人，讓局勢瞬間翻轉。作者 Gary Soto 以輕快文字捕捉街區生活的節奏，插畫家 Susan Guevara 則用誇張又細膩的畫面，呈現充滿拉丁文化氣息的幽默場景。本書榮獲 Pura Belpré 插畫獎，笑點密集，也藏著文化觀察的溫柔。Chato can't believe his luck. Not only is he the coolest low-riding cat in East L.A., but his brand-new neighbors are the plumpest, juciest, tastiest-looking family of mice to move into the barrio in a long time. So Chato and his best friend, Novio Boy, get out the pots and pans, the tortillas and the beans--everything you'd need for a welcoming feast, except for the main dish, and the guests of honor. Of course, in Chato's mind they are one and the same thing.But the mice are bringing a surprise guest of their own, who may be more than a cool cat can swallow.

這本小巧精緻的《Sun-dried Tomatoes》介紹了番茄乾的製作方法與三十道創意料理，從湯品、沙拉到主菜與醬料，皆能展現其濃郁風味與料理彈性。書中圖文並茂，說明清楚，讓烹飪新手也能輕鬆上手。無論想做經典義式料理或嘗試新口味，皆能在書中找到靈感。這本書延續 Artful Kitchen 系列的風格，以藝術感呈現生活廚房的愉悅氣息。Wonderfully informative and charmingly illustrated, Sun-dried Thmatoes includes 30 easy-to-follow recipes highlighting this delicious and versatile ingredient in everything from soups, salads, and entrees to sauces, spreads, and marinades. Complete with simple instructions on how to make your own dried tomatoes, this delightful collection of dishes both traditional and contemporary will please every palate.Other titles in the Artful Kitchen series include Basil, Biscotti, Cheesecake, The Chocolate Book, Cinnamon, The Delectable Apple, Garlic, Holiday Feasts, Mustard, The Pasta Book, Pesto, Strawberries, and Vanilla.

★ 諾貝爾文學獎得主約翰．史坦貝克代表作★ 大蕭條時代最動人的友情與夢想寓言★ 短篇篇幅，卻擁有震撼人心的情感力量★ 殘酷現實與溫柔人性交織的經典之作在經濟大蕭條的荒蕪年代，流浪工人喬治與雷尼相依為命，穿梭於加州塵土飛揚的農場之間。他們一無所有，卻懷抱著同一個簡單而遙遠的夢——擁有一小塊土地、一間屬於自己的小屋，不再為生存奔波。喬治精明謹慎，雷尼力大無窮卻心智單純，如同孩子般依賴著喬治。這對看似不可能的組合，在孤獨與艱困之中成為彼此唯一的依靠。當他們終於在一座牧場找到工作，夢想似乎近在眼前，命運卻悄然逼近。一次無法預料的意外，將所有希望推向無法挽回的結局。《人鼠之間》以簡潔而深刻的筆觸，描繪友情、孤獨與人性，在殘酷世界中閃現的微光與無奈。A controversial tale of friendship and tragedy during the Great Depression"A thriller, a gripping tale . . . that you will not set down until it is finished. Steinbeck has touched the quick." —The New York TimesJohn Steinbeck's classic novella follows an unlikely pair: George is "small and quick and dark of face"; Lennie, a man of tremendous size, has the mind of a young child. Yet together they have formed a family, clinging to each other in the face of loneliness, and alienation, and hardship.Laborers in California's dusty vegetable fields, they hustle work when they can, living a hand-to-mouth existence. For George and Lennie have a plan: to own an acre of land and

This volume brings together original essays by scholars working on a diverse range of empirical issues, but whose work is in each case informed by a 'historical institutional' approach to the study of politics. By bringing these pieces together, the volume highlights the methodological and theoretical foundations of this approach and illustrates the general contributions it has made to comparative politics. The essays demonstrate the potential of the approach to illuminate a broad range of issues such as how and why institutions change, how political ideas are filtered through institutional structures in the formation of specific policies, and how institutional structure can have unintended effects on the shaping of policy. The reader is provided with both a thorough understanding of the method of analysis and an overview of the theoretical underpinnings of the approach.

In the twenty-third century pioneers have escaped the crowded earth for life in self-sustaining orbital colonies. One of the colonies, Rotor, has broken away from the solar system to create its own renegade utopia around an unknown red star two light-years from Earth: a star named Nemesis. Now a fifteen-year-old Rotorian girl has learned of the dire threat that nemesis poses to Earth's people--but she is prevented from warning them. Soon she will realize that Nemesis endangers Rotor as well. And so it will be up to her alone to save both Earth and Rotor as--drawn inexorably by Nemesis, the death star--they hurtle toward certain disaster.

十二歲的克勞蒂雅為了讓爸媽重視自己，決定離家出走，躲進大都會博物館。她帶著弟弟一起，卻在館內發現一尊神祕雕像，決心查出它的真相。這部小說結合博物館探險、輕鬆推理與成長觀察，是紐伯瑞獎經典之作，至今仍深受讀者喜愛。A Time Best YA Book of All Time (2021)Run away to the Metropolitan Museum of Art with E. L. Konigsburg’s beloved classic and Newbery Medal­–winning novel From the Mixed-Up Files of Mrs. Basil E. Frankweiler!When Claudia decided to run away, she planned very carefully. She would be gone just long enough to teach her parents a lesson in Claudia appreciation. And she would go in comfort-she would live at the Metropolitan Museum of Art. She saved her money, and she invited her brother Jamie to go, mostly because be was a miser and would have money.Claudia was a good organizer and Jamie bad some ideas, too; so the two took up residence at the museum right on schedule. But once the fun of settling in was over, Claudia had two unexpected problems: She felt just the same, and she wanted to feel different; and she found a statue at the Museum so beautiful she could not go home until she

WINNER OF THE CALDECOTT MEDALThe classic tale of a never-to-be-forgotten summer!Out on the islands that poke their rocky shores above the waters of Penobscot Bay, you can watch the time of the world go by, from minute to minute, hour to hour, from day to day. . .So begins this classic story of one summer on a Maine island from the author of One Morning in Maine and Blueberries for Sal. The spell of rain, the gulls and a foggy morning, the excitement of sailing, the quiet of the night, the sudden terror of a hurricane, and, in the end, the peace of the island as the family packs up to leave are shown in poetic language and vibrant, evocative pictures.

這是一本專為業餘愛好者編寫的動物標本製作 (Taxidermy) 與皮革鞣製 (Tanning) 入門工具書。書中提供一步步的詳細圖解教學，指導讀者如何利用石膏模具、紙漿等基礎材料，親手保存與製作各種體型的魚類、鳥類和哺乳動物標本。書中也涵蓋了如何處理並裝裱鹿角、獸蹄等獵物紀念品的實用技巧。All the basics for successful taxidermy and tanning projects. Step-by-step instructions, fully illustrated.

「健康促進」是世界衛生組織 (WHO) 在1978年提出「Health for All」 的目標後，最重要的一項工作，在推動健康促進的過程中，須特別重視追求健康的平等性，於城鄉、貧富、弱勢族群之間，縮小健康的差距。由於健康議題很廣泛，在資源有限的情況下，優先順序的訂定更加重要。除了參酌WHO議題以便與國際接軌外，還需要本土實證基礎資料做為決策的依據，此為國民健康局規劃、制訂、與執行相關法令與計畫的

「健康促進」是世界衛生組織 (WHO) 在1978年提出「Health for All」 的目標後，最重要的一項工作，在推動健康促進的過程中，須特別重視追求健康的平等性，於城鄉、貧富、弱勢族群之間，縮小健康的差距。由於健康議題很廣泛，在資源有限的情況下，優先順序的訂定更加重要。除了參酌WHO議題以便與國際接軌外，還需要本土實證基礎資料做為決策的依據，此為國民健康局規劃、制訂、與執行相關法令與計畫的

The beloved, worldwide bestselling creator of The Dot and I Am Human inspires readers of every age to find their own unique path to happy and to always follow their dreams.Picture book and creativity guru Peter H. Reynolds's inspirational book is a wonderful gift for graduations, new babies, milestone moments, and any happy occasion throughout the year. Discover a universally poignant celebration of the colorful spectrum of what it means to dream and the many ways to find happy!While the world tells us to sit still, to follow the rules, and to color inside the lines, Happy Dreamer celebrates all those moments in between when the mind and spirit soar and we are free to become our own true dreamer maximus! In Peter's signature voice and style, this empowering picture book reminds children of how much their dreams matter, and while life will have ups and downs, he enlists readers to stay true to who they are, to tap into their most creative inner selves, and to never ever forget to dream

本書以Python軟件為基礎,結合編者多年的數學實驗課程教學實踐進行編寫，內容涉及高等數學、工程數學中的相關數學實驗、數學規劃、插值與擬合、微分方程、差分方程、評價預測、圖論模型、多元分析、MonteCarlo模擬、智能算法、時間序列分析、支持向量機、圖像處理等內容，既有對算法數學原理的詳述，又有案例和配套的Python程序。

Python作為實現計算機視覺編程的第一大語言，簡單方便，是一種效率極高的語言。本書共分10章，首先，介紹了Python的編程基礎及其在計算機視覺中，關於傳統圖像處理方面的編程應用；其次，介紹了深度卷積神經網絡的理論基礎及PyTorch深度學習框架；最後，介紹了Python在圖像分類、目標檢測和語義分割中的典型應用，以及輕量化網絡與遷移學習的相關知識。在每一章的結尾都附有必要的習題，供教學或自學練習使用，以便讀者加深對本書所述內容的理解。本書深度適中，內容力求精煉，可作為高等學校電子信息工程、通信與信息工程、計算機科學與技術等專業本科生與研究生的教學參考書，也可供從事計算機視覺、人工智能等相關領域的科研人員和工程技術人員參考。

本書基於靈活易用的Python編程語言，詳細介紹如何使用Python解決數學問題，旨在幫助讀者利用Python程序和相關工具應對現實世界中的數學挑戰。本書不僅涵蓋Python包、繪圖工具和代碼等基礎知識，還將深入探討微積分、概率與統計、幾何等傳統數學理論及其應用。此外，書中還涉及當前機器學習和人工智能領域的熱門主題，如樹和網絡、回歸和預測等。每章圍繞一個主題的多個方面或同一主題的多種典型方法詳細展開，分別從“準備工作”“實現方法”“原理解析”“更多內容”等方面進行細緻介紹，循序漸進地引導讀者掌握每項技術，而且每章最後還會推薦高質量的學習資源。這種結構不僅適合初學者逐步學習，也會為有經驗的程序員和數據科學家提供實用的方法論。

本書第1～3章重點介紹Python編程知識；第4、5章介紹NumPy和Pandas，包括數據科學基礎知識、數據分析基礎知識；第6～8章按照數據分析的過程，分別介紹Pandas數據清洗與函數應用、Pandas數據集處理、數據可視化；第9章介紹Python財務數據分析進階，包括文本數據處理、時間序列數據分析、基於機器學習的財務應用等內容。本書配套豐富的教學資源，包括PPT、教案、數據文件、以及習題參考答案和代碼等，用書教師可登錄人郵教育社區（www.ryjiaoyu.com）免費下載。本書可作為高等院校會計學、財務管理等相關專業的數據分析或大數據財務相關課程的教材，也可作為財務領域工作人員學習數據分析基礎知識的參考用書。

Packed with hands-on applications, Babbie's THE PRACTICE OF SOCIAL RESEARCH, 15th Edition, equips your students with the tools they need to practically apply research concepts as both researchers and consumers. Known as the "gold standard" for research methods, the text delivers a comprehensive, straightforward introduction to the field of research as practiced by social scientists. Dr. Babbie emphasizes the research process by showing students how to design and construct projects, introducing the various observation modes in use today. The new edition includes "What do you think?" puzzles that immediately draw students into chapter concepts. General Social Survey data is updated throughout while new coverage includes the global use of social research, the emerging role of big data, demographic analysis and more. Also available: MindTap digital learning solution.

本書堅持理論教學環節與實驗實踐教學環節並重的教育理念,不僅詳細探討了機器學習和深度學習原理,即"模型、學習準則和優化算法",而且對每一個模型均輔以Python"自編碼算法設計,詳細再現了從原理分析到算法設計與應用的過程和思想,使理論分析、優化計算與算法設計三者交互映襯,便於讀者學習掌握.本書共包含16章,既涵蓋了經典的機器學習模型,如線性模型、k近鄰、支持向量機、決策樹、貝葉斯模型、集成學習、聚類等,又涵蓋了深度學習領域新興優秀的學習模型,如卷積神經網絡、循環神經網絡、自然語言處理和生成式深度學習等.本書適用于數學與應用數學、信息與計算科學、統計學、計算機科學與技術等理工科專業的高年級本科生,作為機器學習、神經網絡或深度學習的理論教材或實驗實踐配套教材(加*的內容可供學生自主學習),特別適合人工智能領域或相關研究領域的研究生參考學習,或對人工智能感興趣的工程技術人員參考閱讀.

本書以豐富的實戰案例、系統講解了Matplotlib這一強大工具的相關模塊及應用場景。內容涵蓋從基本圖表繪製到複雜的專業圖繪製與動畫製作、全面滿足讀者在數據分析中常見的圖表需求、從而幫助讀者逐步提升圖表繪製技能、創造具有視覺衝擊力的效果。全書首先介紹Matplotlib的安裝、基礎圖表的創建、以及常用模塊的使用方法、幫助讀者快速入門；隨後、深入剖析了常見統計圖形的繪製技巧、如柱狀圖、散點圖、箱線圖等、並詳細講解了坐標軸的設置與調整。書中涵蓋多圖繪製、色彩搭配、文本樣式設置、注釋添加、專業圖繪製等進階內容、助力讀者精細化調整圖表、從而提升圖表的表達效果。本書還展示了Matplotlib與其他數據處理和可視化庫(如Seaborn、Plotly)的結合應用、將圖像處理和動畫效果完美結合。同時、隨書還附贈了案例代碼、教學視頻(掃碼觀看)、相關電子書以及授課用PPT等海量學習資源、以幫助讀者全面提升數據可視化能力。本書適合從事數據分析、機器學習、系統優化等崗位的科研人員、對Python數據可視化感興趣的讀者、以及大中專院校理工科在校師生。

本書是一本面向機器學習實務的專業指南，通過系統化的工程學視角幫助讀者將機器學習理論轉化為實際應用。全書共九章。內容從基礎知識到模型標準化、部署模式、擴展規模及深度學習應用，層層深入，逐步構建機器學習工程的完整知識體系。書中特別強調如何在Python中高效編碼與設計，如何在大規模數據集上開發，以及當下熱門的大型語言模型(LLM)構建與運營方法。本書不僅傳播技術，更傳遞了工程學的嚴謹與實踐精神，旨在培養能夠解決複雜技術問題並引領數據科學發展的專業人才。無論是初學者，還是行業從業者，本書對讀者來說都是一次深入機器學習工程的寶貴探索。

醫學大數據分析是人工智能、大數據與醫學的交叉學科，也是人工智能的重要分支領域。《醫學大數據與人工智能》定位為該領域的入門教材，涵蓋廣泛的醫學數據種類及其基礎和進階分析方法。《醫學大數據與人工智能》共13章，1～4章介紹醫學大數據和人工智能的基礎知識；5～9章介紹醫學圖像、醫學信號、醫學文本、生物組學的單獨及聯合分析方法，每章內容包含基礎和進階方法，基礎方法聚焦於必要的預處理和經典傳統分析方法，進階方法則聚焦于利用深度神經網絡完成複雜和高階的數據處理任務；10～13章介紹模型性能評估方法、臨床決策支持系統、醫學人工智能倫理及Python基礎知識。《醫學大數據與人工智能》注重理論與實踐相結合，通過大量真實臨床數據分析案例幫助讀者快速掌握實踐方法，關鍵算法均提供了實現代碼。

本書分為基礎、進階、實戰三部分、共11章。基礎部分、包括Python環境與基礎、機器學習、圖像處理基礎、深度學習基礎與深度神經網絡。進階部分、包括圖神經網絡、空洞多級卷積神經網絡、深度強化學習與深度生成對抗網絡。實戰部分、包括基礎實戰案例和進階實戰案例。本書按基礎-進階-應用的邏輯脈絡組織內容、融理論性、系統性、實戰性于一體、適合人工智能、計算機、自動化、電子與通信、大數據科學等相關專業的科學研究人員和工程技術人員閱讀、也可作為相關專業博士、碩士研究生的教學參考書。

Dive under the sea with these realistic marine origami models!In Fantastic Origami Sea Creatures, Japanese origami expert Hisao Fukui shows you how to create incredibly detailed aquatic wildlife, including a giant squid, prehistoric creatures and even a massive blue whale calf!The step-by-step folding instructions and photos in this book present 20 challenging and amazingly lifelike models — from intermediate to complex in terms of their level of difficulty.The 20 projects in this book include:The Penguin — A color-change model capturing the awkward and slightly comical appearance of these flightless aquatic birdsThe Polar Bear — A menacing hunter who will hungrily stalk the edge of your desk or bookshelfThe Goldfish — This model features elegant lines and clever folding solutions — and it's difficult to overfeed, to boot!The Crocodile — A lurking hunter which is ideal for showcasing special papersThe Crab — With all of the legs to define, this model is a challenging one, but with

Plant protoplasts have proved to be an excellent tool for in vitro manipulation, somatic hybridization, DNA uptake and genetic trans- formation, and for the induction of somac1onal variation. These studies reflect the far-reaching impact of protoplast research in agriculture and forest biotechnology. Taking these aspects into consideration, the series of books on Plant Protoplasts and Genetic Engineering provides a survey of the literature, focusing on recent information and the state of the art in protoplast manipulation and genetic transformation.This book, Plant Protoplasts and Genetic Engineering VII, like the previous six volumes published in 1989, 1993, 1994, and 1995, is unique in its approach. It comprises 27 chapters dealing with the regeneration of plants from protoplasts, and genetic transformation in various species of Agrostis, Allium, Anthriscus, Asparagus, Avena, Boehmeria, Carthamus, Coffea, Funaria, Geranium, Ginkgo, Gladiolus, Helianthus, Hordeum, Lilium, Lithospermum

本書響應國家人工智能發展戰略，以職業能力培養為主線，注重計算思維與人工智能應用交叉融合，圍繞人工智能技術基礎理論、編程能力和綜合應用內容整體設計“文化篇、工具篇、應用篇”3個大模塊，每一章設置的“知能達標、素養提升、視野拓展”3個中模塊以及根據知識梯度切分的多個微模塊，助力打造人工智能通識課程體系，滿足不同專業多樣化學習需求，推動形成“人工智能+X”複合專業培養新模式。本書基於BOPPPS教學方法重構教學環節，主要分為“導入—職業能力目標—知能達標—素養提升—視野拓展—學習評價—職業能力測評”7個環節，創新引入大模型技術輔助學習及應用能力提升，強化綠色低碳、科技向善等主流價值觀，培養兼具人工智能計算思維與社會責任感的跨學科複合型人才。本書可作為高等職業院校人工智能技術應用專業課程教學用書，還可作為高等職業院校其他專業人工智能通識教育用書以及社會人員的培訓用書。本書配套電子課件、源代碼、微視頻、職業能力測評習題、數字課程(AI在線問答助手)等立體化教學資源，其中，部分資源直接通過二維碼掃碼方式獲取，其他資源可以通過配套的數字課程網站獲取。選用本書作為教材的教師可以從機械工業出版社教育服務網(www.cmpedu.com)免費註冊下載，或聯繫編輯(010-88379543)獲取。

《食品大資料機器學習基礎及應用》是為食品科學與技術領域中的資料分析和機器學習應用而編寫的基礎教材。本書以食品行業的大資料分析為核心，系統地介紹了機器學習的基礎理論、關鍵技術及其在食品行業的具體應用案例，旨在培養學生和專業人士在食品資料分析領域的實際操作能力和創新思維。本書共分為9章，主要內容包括：緒論、Python資料分析與視覺化基礎、特徵工程、機器學習中的聚類演算法、線性模型、概率模型、核方法與核函數、決策樹與集成學習，以及深度學習技術及其在食品行業中的應用。本書內容豐富、結構清晰，同時涵蓋了從大資料基礎概念到深度學習在食品領域的前沿應用，具有較強的實用性。《食品大資料機器學習基礎及應用》適合作為高等院校食品科學與工程、資料科學與大資料技術等專業的機器學習相關課程教材或教學參考書，也適合作為人工智慧、資料科學、機器學習相關領域工程技術人員的參考書。

本書由華大生命科學研究院資深NLP專家撰寫，旨在帶你從零構建高效的企業級RAG系統。本書全面解析RAG原理與實戰，涵蓋架構與組件、高階技術與實踐、檢索與問答模塊優化策略、模型推理等核心技術，並深入講解三大落地優化技術，以及高階變體與能力增強措施。 本書共8章。第1章介紹RAG技術基礎，幫助讀者建立對RAG技術的全面認知。第2章介紹RAG系統的核心組件與實踐，幫助讀者掌握核心技術與基於Python庫的實踐。第3章介紹高階RAG技術與實踐的細節，幫助讀者掌握進階技術。第4章介紹檢索與問答模塊的優化，全方位講解優化策略。第5章介紹模型推理技術，加速RAG技術的落地。第6章介紹RAG系統在實際應用中的魯棒性、安全性和公平性優化技術，提升RAG系統的整體性能與可信度。第7章介紹RAG技術的高階變體，以充分挖掘RAG技術的應用潛力。第8章介紹實時知識更新與跨模態能力增強，展望RAG技術未來應用的方向。

Come on a Smurf adventure with us! Enjoy reading while having fun with the Smurfs. There's always so much to learn and discover with these lovable characters that everyone can relate to!

Come on a Smurf adventure with us! Enjoy reading while having fun with the Smurfs. There's always so much to learn and discover with these lovable characters that everyone can relate to!

How can we best serve the interest of a family member who becomes mentally incapacitated because of ageing? How can parents of children with autism or Down syndrome arrange their affairs so their chil

Drawing on her own experiences with late-onset disability and its impact on her sex life, along with her expertise as a cultural critic, Jane Gallop explores how disability and aging work to undermine

The lessons on demand series is designed to provide ready to use resources for novel study. In this book you will find key vocabulary, student organizer pages, and assessments. This guide is the Stu

You+ve heard it before: Your friend's husband is acting distant, and she blames herself. Rumor starts to spread that he's running around with his secretary, and still your friend doesn't see. Then he

《World of Science 科學世界》系列有趣的內容，能吸引孩子從樂趣中學習，同時透過充滿活力的全彩漫畫增進科學知識、培養對科學的熱愛。本套書涵蓋多元的科學主題，並符合亞太地區的劍橋小學課程大綱，並具有延伸內容，拓展小讀者的好奇心與科學思維。The World of Science engages, educates and entertains children, imparting scientific facts, while nurturing the love of Science through dynamic, full-colour comics. All topics covered are in line with the Singapore primary Science syllabus and the Cambridge primary Science curriculum, and also offer beyond-the-syllabus insights designed to stretch inquiring young minds.