Problem Solving Program

幫助你解決各類實務問題的演算法寶典 ★ 超過 60 個演算法的介紹與應用 ★ 生成式模型、進階序列模型、大型語言模型 ★ 片單推薦、電商平台商品推薦、餐廳評分系統、詐騙偵測 ★ AI 數位時代工程師必備寶典 《每個程式設計師都應該要知道的 60 個演算法》是資料科學家必備的兵工廠。如果你正在探索資料科學或是希望提升你的技能，這本書是幫助你打下穩固基礎的絕佳起點。 Somaieh Nikpoor博士 | 加拿大政府資料科學與 AI 部門主管，Carleton 大學 Sprott 商學院兼任教授 ＿＿＿＿＿ 使用演算法解決現實世界問題的能力，是每一位開發人員或程式設計師必備的技能。本書不僅能幫助你培養選擇和使用演算法來解決真實世界問題的技能，也會讓你了解這些演算法的工作原理，第二版內容加入了最新的生成式模型與序列模型介紹與應用，讓你能夠輕鬆理解與應對不斷變化的 AI 應用。 你將從演算法簡介開始，進一步學習各種演算法的設計技巧，然後透過實際範例的引導，探索如何實作不同類型的演算法。隨著進度推進，你將學習到線性規劃、頁面排名、圖形演算法，然後運用機器學習演算法來理解它們背後的數學和邏輯。 部分案例研究將會展示如何以最佳方式應用這些演算法，接著，你將聚焦在深度學習演算法，並學習各種不同類型的深度學習模型及其實際的應用方式。 你也會學到關於現代序列模型和它們的變體、演算法、方法論以及架構，用來實作像是 ChatGPT 這類大型語言模型（LLM）。 最後，你將能夠精通平行處理技術的技巧，讓你具備在計算密集型任務中高效運用這些演算法的能力。 讀完這本程式設計書，你將可以熟練地使用各種演算法，解決現實世界中的各種計算問題。 ▍你將會學到以下內容： ⋄ 設計演算法以解決複雜問題 ⋄ 熟悉類神經網路和深度學習技術 ⋄ 探索 Python 程式庫中現有的資料結構和演算法 ⋄ 使用網路分析實作圖形演算法進行詐欺偵測 ⋄ 透過實際範例，深入研究自然語言處理的最先進演算法 ⋄ 建立一個可以向訂閱者推薦電影的推薦引擎 ⋄ 掌握序列機器學習模型的概念及其在開發尖端大型語言模型中扮演的基礎角色 本書藉由各種實務案例研究深入研究LLM的細微差異，同時了解關於序列網路、LSTM、GRU、加密技術等內容，展現演算法的實際應用，並給出如何實作這些應用的程式碼範例，助

重要的事，重要的決策，我們都需要一種叫「思辨」的特定思考方法！「我沒時間可以想！」這句不幸的臺詞，在世界各地的職場都是「問題不斷」和「工作效率低」的首要元凶。而本書要傳授的「思辨能力」事實上正是問題解決、決策和發揮創意時最重要的驅動力，而且所有的工作都需要思辨！．思辨（Critical Thinking）不是使人更聰明，而是運用工具和技巧來更有效率地思考；．思辨不會增加智商，但它可幫助人類有效運用自己的智商，更有效能地解決問題；．思辨是指「有目的的思考」，它雖然不是萬能的、也有其限制；但絕對可以提升每個人處理問題的能力，同時改善個人或組織的整體工作表現。在日常生活和各類型的組織機構裡，思辨能力（Critical Thinking）的高下，將決定我們處理那類「麻煩的問題」的品質如何。當遇上很困難的問題時，本書提出的思辨技巧將可讓人人都能在這類問題前了解自己該如何開始動腦。我們總是用太少時間搞懂問題。現在請從事實出發，別讓自發性思考害你再誤判麻煩事！．你是否曾給出某樣東西或對付掉一場艱難任務，但完成後客戶或主管出現類似以下的回應：「喔！那不是我想要的？」．你是否發出過重要的電子郵件，對方卻完全不能理解或根本搞錯你的重點？ ．你是否開過那種「討論問題很重要、解決方案卻愈走愈遠」的冗長無效會議？以上這些職場常見的類似問題，都是由於我們少了以思辨為基礎的思考而導致的無效行動。本書作者卡雷特過去十年來專注於「訓練他人思辨」的工作，並曾在科技及軟體業界任職長達25年。之後他創辦顧問公司，以「協助更多經理人提高思考問題能力」為主要諮詢業務。他將在此書揭露創造高效能思考的技巧，以及跳脫框架思考等等可能，而這一切的關鍵就要從「思辦」能力出發。事實上，熟練地運用思辨不用花上一輩子、也不需要太大的天份／智力，它只需要我們從每天例行思考過程中開始改善，就能快速地學會由思辨中獲得更好結果。閱讀本書時你會發現，如果自己沒能以思辨開始進行思考，可能會演變成「讓他人為你的人生做主」、「讓問題牽著你走」或「不斷解決錯誤的問題」的狀況；尤其，如果你是想掌控大局，提高解決問題成功率與時效的企業主管，更應該閱讀本書，學習如何「更聰明地思考」。〔用思辨技巧面對每天的麻煩事，成為『更會思考』的人！〕任何人都能成為思辨者：儘管有些人更具備思辨式的思考模式，甚至能夠將思辨力運用得比別人好，但其實誰都可以在處理問題時

＼培養孩子的學習自信／數學是超讚的推理遊戲它可以簡單而有趣，讓孩子們不帶壓力地思考探索愈早接觸，愈不怕日後的數學課題畏懼數學課的孩子，有很高比例是卡在解題時「不知道怎麼思考」。數學課的兩大重點是「運算」及「思考」。如果是計算速度太慢，只要多做練習就可以改善；但是「不知道怎麼思考」卻往往讓大人小孩苦惱不已。因為考試題型多變化，光靠「多練習」效果有限，最好的方式，唯有「學會如何思考」。「學會思考」並沒有想像中難，只要起了頭，後續就很容易自行發展。玩解謎遊戲就是一個很好的起頭方式。因為解謎不是考試，不會帶來壓力，以本書來說，謎題活潑多變、難度不高，很適合用來建立孩子的數學自信心。一旦有了自信心，日後遇到較難的問題時，就不會立刻縮手放棄。無論是時間計算、幾何、容積或體積，這本書都有收錄難易適中的謎題。別讓「幾何」「容積」等名詞阻擋了學習之路，它們只是名詞而已，一起來透過遊戲熟悉它們吧！系列書推薦：《乘法自己算：147道算術遊戲，快速學會12X12乘法運算》

當一對雙胞胎無法就誰的數學更好達成一致時，他們的父親給了他們一個令人困惑的問題。只要一點線索，誰會先找到答案？我是數學明星！系列包括具有挑戰性的數學難題，以故事形式呈現。透過引人入勝的故事情節，並使用各種數學啟發式技巧，逐步描述謎題，然後逐步解決，這些技巧也是世界著名的新加坡數學課程的一部分。透過插圖和引人入勝的故事情節，孩子們將學習數學啟發法，並受到啟發，堅持理解、表現和解決有趣的數學問題！系列特點：根據新加坡數學課程的規定，學習使用數學啟發法解決數學難題每本書都包含由 Yeap Ban Har 撰寫的解決問題指南When a pair of twins cannot agree on who is better in Maths, their father sets them a baffling problem. With just a few clues, who will find the answer first?The I'm a Maths Star! series comprises challenging Maths puzzles, presented in story form. Puzzles are described and then solved, step-by-step, through an engaging storyline, and using various Maths heuristic techniques that are also taught as part of the world-renowned Singapore Maths curriculum. Through illustrations and an engaging storyline, children will learn Maths heuristics, and be inspired to persevere in understanding, representing, and solving fun and intriguing Maths problems!Series features:Learn to solve difficult Maths problems using Maths heuristics, as ident

一位老師在畢業聚會上給她的小學六年級學生最後一個要解決的問題。學生能否齊心協力找出答案並圓滿結束最後一年的學習呢？我是數學明星！系列包括具有挑戰性的數學難題，以故事形式呈現。透過引人入勝的故事情節，並使用各種數學啟發式技巧，逐步描述謎題，然後逐步解決，這些技巧也是世界著名的新加坡數學課程的一部分。透過插圖和引人入勝的故事情節，孩子們將學習數學啟發法，並受到啟發，堅持理解、表現和解決有趣的數學問題！系列特點：根據新加坡數學課程的規定，學習使用數學啟發法解決數學難題每本書都包含由 Yeap Ban Har 撰寫的解決問題指南A teacher gives her Primary 6 class one last problem to solve during their graduation party. Can the pupils work together to figure out the answer and end their final year with a bang?The I'm a Maths Star! series comprises challenging Maths puzzles, presented in story form. Puzzles are described and then solved, step-by-step, through an engaging storyline, and using various Maths heuristic techniques that are also taught as part of the world-renowned Singapore Maths curriculum. Through illustrations and an engaging storyline, children will learn Maths heuristics, and be inspired to persevere in understanding, representing, and solving fun and intriguing Maths problems!Series features:Learn to solve difficult Maths problems usin

一位老師在畢業聚會上給她的小學六年級學生最後一個要解決的問題。學生能否齊心協力找出答案並圓滿結束最後一年的學習呢？我是數學明星！系列包括具有挑戰性的數學難題，以故事形式呈現。透過引人入勝的故事情節，並使用各種數學啟發式技巧，逐步描述謎題，然後逐步解決，這些技巧也是世界著名的新加坡數學課程的一部分。透過插圖和引人入勝的故事情節，孩子們將學習數學啟發法，並受到啟發，堅持理解、表現和解決有趣的數學問題！系列特點：根據新加坡數學課程的規定，學習使用數學啟發法解決數學難題每本書都包含由 Yeap Ban Har 撰寫的解決問題指南A teacher gives her Primary 6 class one last problem to solve during their graduation party. Can the pupils work together to figure out the answer and end their final year with a bang?The I'm a Maths Star! series comprises challenging Maths puzzles, presented in story form. Puzzles are described and then solved, step-by-step, through an engaging storyline, and using various Maths heuristic techniques that are also taught as part of the world-renowned Singapore Maths curriculum. Through illustrations and an engaging storyline, children will learn Maths heuristics, and be inspired to persevere in understanding, representing, and solving fun and intriguing Maths problems!Series features:Learn to solve difficult Maths problems usin

當一對雙胞胎無法就誰的數學更好達成一致時，他們的父親給了他們一個令人困惑的問題。只要一點線索，誰會先找到答案？我是數學明星！系列包括具有挑戰性的數學難題，以故事形式呈現。透過引人入勝的故事情節，並使用各種數學啟發式技巧，逐步描述謎題，然後逐步解決，這些技巧也是世界著名的新加坡數學課程的一部分。透過插圖和引人入勝的故事情節，孩子們將學習數學啟發法，並受到啟發，堅持理解、表現和解決有趣的數學問題！系列特點：根據新加坡數學課程的規定，學習使用數學啟發法解決數學難題每本書都包含由 Yeap Ban Har 撰寫的解決問題指南When a pair of twins cannot agree on who is better in Maths, their father sets them a baffling problem. With just a few clues, who will find the answer first?The I'm a Maths Star! series comprises challenging Maths puzzles, presented in story form. Puzzles are described and then solved, step-by-step, through an engaging storyline, and using various Maths heuristic techniques that are also taught as part of the world-renowned Singapore Maths curriculum. Through illustrations and an engaging storyline, children will learn Maths heuristics, and be inspired to persevere in understanding, representing, and solving fun and intriguing Maths problems!Series features:Learn to solve difficult Maths problems using Maths heuristics, as ident

DescriptionPathways Reading, Writing, and Critical Thinking is a best-selling, five-level academic skills series that combines highly visual, real-world content and rigorous language instruction to help students develop the skills, language, and critical thinking they need for academic success. Exploring academic topics through authentic readings, videos, photos, and infographics, students connect to ideas while building academic competence skills through collaboration, communication, and problem-solving. Pathways helps students to improve the academic and interpersonal skills needed to succeed in and out of the classroom.NEW in Pathways: Reading, Writing, and Critical ThinkingRelatable academic readings engage students and inform them on various topics, while helping improve reading comprehension skills to succeed in and out of the classroom.The Writing section provides even more guided instruction, explicit models, and practice opportunities to equip students with the skills needed t

DescriptionPathways Reading, Writing, and Critical Thinking is a best-selling, five-level academic skills series that combines highly visual, real-world content and rigorous language instruction to help students develop the skills, language, and critical thinking they need for academic success. Exploring academic topics through authentic readings, videos, photos, and infographics, students connect to ideas while building academic competence skills through collaboration, communication, and problem-solving. Pathways helps students to improve the academic and interpersonal skills needed to succeed in and out of the classroom.NEW in Pathways: Reading, Writing, and Critical ThinkingRelatable academic readings engage students and inform them on various topics, while helping improve reading comprehension skills to succeed in and out of the classroom.The Writing section provides even more guided instruction, explicit models, and practice opportunities to equip students with the skills needed t

本書序言1. Vectors are introduced earlier in the text (Chapter 2) so that students develop familiarity with vector language before encountering motion in one and two dimensions.2. Updates to the text reflect current technological advances, including recent spacecraft and updated coverage of climate change.3. New STEP (Scaffolding the Essentials of Physics) problems in WebAssign offer self-paced activities that bridge the gap between basic physics knowledge and solving complex textbook problems.4. Updated Master Its in WebAssign provide just-in-time problem-solving support to students, walking through the reasoning of problems that are similar to those that appear in the text.本書特色1. A Storyline feature that begins each chapter offers a continuous story through the eyes of an inquisitive physics student, connecting topics across the textbook and relating physics to everyday life.2. The Analysis Model approach to problem solving helps students conceptualize physics problems. Introduced in Cha

DescriptionPathways is a best-selling, five-level academic skills series that combines highly visual, real-world content and rigorous language instruction to help students develop the skills, language, and critical thinking they need for academic success. Exploring academic topics through authentic videos, photos, and infographics, students connect to ideas while building academic competence skills through collaboration, communication, and problem-solving. Pathways helps students to improve the academic and interpersonal skills needed to succeed in and out of the classroom.NEW in Pathways: Listening, Speaking, and Critical ThinkingA multimedia approach featuring videos, slideshows, and animations supports listening comprehension while making content accessible and engaging in the classroom and beyond.Updated Speaking activities feature more guided instruction, language support, and practice to improve students' speaking skills in all areas of their lives.A Final Review section provides

DescriptionPathways is a best-selling, five-level academic skills series that combines highly visual, real-world content and rigorous language instruction to help students develop the skills, language, and critical thinking they need for academic success. Exploring academic topics through authentic videos, photos, and infographics, students connect to ideas while building academic competence skills through collaboration, communication, and problem-solving. Pathways helps students to improve the academic and interpersonal skills needed to succeed in and out of the classroom.NEW in Pathways: Listening, Speaking, and Critical ThinkingA multimedia approach featuring videos, slideshows, and animations supports listening comprehension while making content accessible and engaging in the classroom and beyond.Updated Speaking activities feature more guided instruction, language support, and practice to improve students' speaking skills in all areas of their lives.A Final Review section provides

Financial Markets and Institutions takes a practical approach to the changing landscape of financial markets and institutions. The text uses core principles to introduce topics, then examines these models via real-world scenarios. Empirical applications of themes help you develop essential critical-thinking and problem-solving skills.The 10th Edition reflects major changes in the aftermath of the global financial and Covid crises. With timely new sections, cases and boxes, you'll have the latest, most relevant information to help prepare you for your future career.

CALCULUS, Metric, 9th Edition, provides you with the strongest foundation for a STEM future. James Stewart's Calculus, Metric series is the top-seller in the world because of its problem-solving focus, mathematical precision and accuracy, and outstanding examples and problem sets. Selected and mentored by Stewart, Daniel Clegg and Saleem Watson continue his legacy and their careful refinements retain Stewart's clarity of exposition and make the 9th Edition an even more usable learning tool. Showing that Calculus is both practical and beautiful.

CALCULUS: EARLY TRANSCENDENTALS, Metric, 9th Edition provides you with the strongest foundation for a STEM future. James Stewart's Calculus, Metric series is the top-seller in the world because of its problem-solving focus, mathematical precision and accuracy, and outstanding examples and problem sets. Selected and mentored by Stewart, coauthors Daniel Clegg and Saleem Watson continue his legacy, and their careful refinements retain Stewart's clarity of exposition and make the 9th Edition an even more usable learning tool. The accompanying WebAssign includes helpful learning support and new resources like Explore It interactive learning modules. Showing that Calculus is both practical and beautiful, the Stewart approach.

Description Pathways is a best-selling， five-level academic skills series that combines highly visual， real-world content and rigorous language instruction to help students develop the skills， language， and critical thinking they need for academic success。 Exploring academic topics through authentic videos， photos， and infographics， students connect to ideas while building academic competence skills through collaboration， communication， and problem-solving。 Pathways helps students to improve the academic and interpersonal skills needed to succeed in and out of the classroom。 NEW in Pathways：Listening， Speaking， and Critical Thinking • A multimedia approach featuring videos， slideshows， and animations supports listening comprehension while making content accessible and engaging in the classroom and beyond。 • Updated Speaking activities feature more guided instruction， language support， and practice to improve students' speaking skills in all areas of their lives。 • A Final

Description Pathways is a best-selling， five-level academic skills series that combines highly visual， real-world content and rigorous language instruction to help students develop the skills， language， and critical thinking they need for academic success。 Exploring academic topics through authentic videos， photos， and infographics， students connect to ideas while building academic competence skills through collaboration， communication， and problem-solving。 Pathways helps students to improve the academic and interpersonal skills needed to succeed in and out of the classroom。 NEW in Pathways: Listening， Speaking， and Critical Thinking • A multimedia approach featuring videos， slideshows， and animations supports listening comprehension while making content accessible and engaging in the classroom and beyond。 • Updated Speaking activities feature more guided instruction， language support， and practice to improve students' speaking skills in all areas of their lives。 • A Fina

Description Pathways is a best-selling， five-level academic skills series that combines highly visual， real-world content and rigorous language instruction to help students develop the skills， language， and critical thinking they need for academic success。 Exploring academic topics through authentic videos， photos， and infographics， students connect to ideas while building academic competence skills through collaboration， communication， and problem-solving。 Pathways helps students to improve the academic and interpersonal skills needed to succeed in and out of the classroom。 NEW in Pathways: Listening， Speaking， and Critical Thinking • A multimedia approach featuring videos， slideshows， and animations supports listening comprehension while making content accessible and engaging in the classroom and beyond。 • Updated Speaking activities feature more guided instruction， language support， and practice to improve students' speaking skills in all areas of their lives。 • A Fina

Description Pathways is a best-selling， five-level academic skills series that combines highly visual， real-world content and rigorous language instruction to help students develop the skills， language， and critical thinking they need for academic success。 Exploring academic topics through authentic videos， photos， and infographics， students connect to ideas while building academic competence skills through collaboration， communication， and problem-solving。 Pathways helps students to improve the academic and interpersonal skills needed to succeed in and out of the classroom。 NEW in Pathways: Listening， Speaking， and Critical Thinking • A multimedia approach featuring videos， slideshows， and animations supports listening comprehension while making content accessible and engaging in the classroom and beyond。 • Updated Speaking activities feature more guided instruction， language support， and practice to improve students' speaking skills in all areas of their lives。 • A Fina

Description Pathways Reading，Writing，and Critical Thinking is a best-selling，five-level academic skills series that combines highly visual，real-world content and rigorous language instruction to help students develop the skills，language，and critical thinking they need for academic success。 Exploring academic topics through authentic readings，videos，photos，and infographics，students connect to ideas while building academic competence skills through collaboration，communication，and problem-solving。 Pathways helps students to improve the academic and interpersonal skills needed to succeed in and out of the classroom。 NEW in Pathways: Reading，Writing，and Critical Thinking • Relatable academic readings engage students and inform them on various topics，while helping improve reading comprehension skills to succeed in and out of the classroom。 • The Writing section provides even more guided instruction，explicit models，and practice opportunities to equip students with the skills needed

Description Pathways Reading，Writing，and Critical Thinking is a best-selling，five-level academic skills series that combines highly visual，real-world content and rigorous language instruction to help students develop the skills，language，and critical thinking they need for academic success。 Exploring academic topics through authentic readings，videos，photos，and infographics，students connect to ideas while building academic competence skills through collaboration，communication，and problem-solving。 Pathways helps students to improve the academic and interpersonal skills needed to succeed in and out of the classroom。 NEW in Pathways: Reading，Writing，and Critical Thinking • Relatable academic readings engage students and inform them on various topics，while helping improve reading comprehension skills to succeed in and out of the classroom。 • The Writing section provides even more guided instruction，explicit models，and practice opportunities to equip students with the skills needed

Description Pathways Reading，Writing，and Critical Thinking is a best-selling，five-level academic skills series that combines highly visual，real-world content and rigorous language instruction to help students develop the skills，language，and critical thinking they need for academic success。 Exploring academic topics through authentic readings，videos，photos，and infographics，students connect to ideas while building academic competence skills through collaboration，communication，and problem-solving。 Pathways helps students to improve the academic and interpersonal skills needed to succeed in and out of the classroom。 NEW in Pathways: Reading，Writing，and Critical Thinking • Relatable academic readings engage students and inform them on various topics，while helping improve reading comprehension skills to succeed in and out of the classroom。 • The Writing section provides even more guided instruction，explicit models，and practice opportunities to equip students with the skills needed

Description Pathways Reading，Writing，and Critical Thinking is a best-selling，five-level academic skills series that combines highly visual，real-world content and rigorous language instruction to help students develop the skills，language，and critical thinking they need for academic success。 Exploring academic topics through authentic readings，videos，photos，and infographics，students connect to ideas while building academic competence skills through collaboration，communication，and problem-solving。 Pathways helps students to improve the academic and interpersonal skills needed to succeed in and out of the classroom。 NEW in Pathways: Reading，Writing，and Critical Thinking • Relatable academic readings engage students and inform them on various topics，while helping improve reading comprehension skills to succeed in and out of the classroom。 • The Writing section provides even more guided instruction，explicit models，and practice opportunities to equip students with the skills needed