Python Machine Learning

Core Insight：Cross-Domain Data Collaboration: Unlocking Chip PotentialEliminating the "efficiency gap" caused by knowledge silos is the starting point for industry potential. Data doesn't lie; Data Science provides the solution: Through innovation and cross-domain restructuring, we visualize results to become the critical accelerator for boosting efficiency.GenAI Reshaping the Future of SemiconductorsFacing the immense challenge of the slowing pace of Moore's Law, the semiconductor industry urgently requires new breakthroughs. This book is specifically designed to solve the "Efficiency Black Hole" that consumes tens of billions of dollars annually in the industry.The Empowering DTCO Innovation with AI and Machine Learning offers readers a practical DTCO.ML Framework, demonstrating how to leverage Machine Learning (ML) and Generative AI (GenAI) technologies to inject new acceleration into chip manufacturing processes. Learn to master process variability and optimize chip energy efficien

本書是一本學習Python程式設計的入門教材，也是一本入門人工智慧程式設計的基礎教材，可以讓初學者輕鬆自行建立相關的人工智慧應用。在內容上不只完整說明需要具備的Python程式設計能力，更詳細說明常見人工智慧應用的相關套件，可以馬上靈活運用這些套件來建立人工智慧應用，包含：物體識別和OCR文字識別等，最後實際運用Python來建立剪刀、石頭、布等手勢操控Windows應用程式、AI健身教練、車牌辨識和刷臉點名/報到等專案開發。本書特色1.從Python的基礎入門到人工智慧應用。2.使用圖解搭配程式實作奠定Python語言的基礎程式設計。3.使用fChart流程圖直譯工具，了解執行過程和除錯，訓練程式邏輯和解決問題的能力。4.豐富的人工智慧應用：人臉偵測與人臉識別、多手勢追蹤與人體姿態評估、手勢操控、影像分類、物體識別與OCR文字識別等。5.實際使用Teachable Machine網頁工具說明訓練AI模型的步驟和過程，輕鬆建立自己的深度學習模型與應用。

It’s a bird! It’s a plane! It’s a . . . pancake? Our favorite syrupy superhero returns in a new graphic novel to face Breakfast Town’s new supervillain and take down her terrible mind control machine . . . before it takes over the entire town!When we last saw our hero, Peggy Pancake, she was learning to be more responsible by babysitting five mini muffins and rescuing Breakfast Town from a Mini Mega Laser of Doom disaster. Now, stranger things are happening . . . and Peggy is so busy trying to prevent Breakfast Town from becoming complete toast, she keeps missing important plans with her brother, Patrick! To try and mend their relationship, Peggy and Patrick’s parents sign them up to perform together at the school talent show. Little do they know the Bacon Bullies will be in the audience, and Peggy’s singing voice has been, well, more scrambled than it used to be.As Peggy and her friends investigate the mysterious events around town, they find a familiar enemy working from a lair under

在 AI 模型不停推陳出新，生成的內容越來越逼真，你是不是也開始對 AI 躍躍欲試，但卻又不得其門而入呢？這本書的誕生，就是為了讓你我都能看得懂、用得上、不被落下。▌給上班族的你：媒體不斷報導 AI 的強大，一邊說它能提升效率，一邊又說它可能取代人類工作──其實與其恐懼 AI，不如學會了解 AI。當你掌握 AI 的能力與限制，就能把它變成你的助力，讓自己在職場中更有競爭力。▌給學生、新鮮人與轉職者：當企業逐漸看重具備 AI 能力的人才，你的履歷中有沒有實作經驗、能否與 AI 工具協作，都會成為關鍵加分項。然而學校不一定有教、網路資源又過於零碎，想要快速補足這塊技術的知識，你需要的是一套有系統的入門書。▌給關心下一代的家長：現在的年輕世代是「AI 原生族群」，生成式 AI 將會伴隨他們長大、學習、工作，甚至影響他們的創造力與價值觀。與其被科技隔閡拉遠，不如主動理解 AI 的樣貌與影響，陪伴孩子健康地使用 AI、成為真正的科技公民。無論你是上班族、新鮮人、轉職者、家長或學生，這本書都能幫助你打開 AI 世界的大門!正如書名中「⇄」符號所呈現的意義，希望帶領讀者了解各種「生成式 AI」應用與背後相關技術的來龍去脈，讓你用最輕鬆的方式，培養面對未來的 AI 素養與競爭力。現在就開始——你將不只是 AI 使用者，更是 AI 時代的參與者！本書特色: \ 一看就懂的生成式 AI 最強入門書 /貼近科技脈動，跟上 AI 技術發展腳步，吸收新知不落伍！涵蓋完整 AI 技術地圖：- 機器學習 (Machine Learning)- 深度學習 (Deep Learning)- 電腦視覺 (Computer Vision)- 自然語言處理 (NLP)- 聊天機器人 (Chatbot)- 生成式 AI (Generative AI)- 檢索增強生成 (RAG)- AI 代理 (AI Agent)- AI 倫理與未來思辨\ 52 個零基礎實作活動，讓你輕鬆玩懂 AI /從趣味實驗到真實應用，不懂程式也能動手玩：- 看懂 ChatGPT 的運作邏輯- 跟 AI 協作畫圖、創作音樂- 打造毛小孩的影像識別模型- 自動駕駛與 AI 道德判斷體驗- 用眼睛控制畫面、用聲音操控動作- 打造一個跟你對話的 AI 代理人- 用 RAG 檢索不同的資料- 請 AI 協助招聘的公平性反思還有更多實用又有趣的活

深度學習正日益深刻地滲入我們的生活，從建議內容到在任務關鍵型和安全關鍵型應用中發揮核心作用，其影響無所不在。然而，隨著這些算法影響力的逐漸擴大，人們對於依賴這些算法的系統安全性和魯棒性的擔憂也日益加劇。簡言之，傳統的深度學習方法往往難以察覺自身的知識邊界，即它們“不知其所不知”。貝葉斯深度學習(Bayesian Deep Learning，BDL)領域包含一系列利用深度網絡進行近似貝葉斯推理的方法。這些方法通過揭示模型對其預測結果的置信度，增強了深度學習系統的魯棒性，使我們能夠更謹慎地將模型預測融入實際應用中。《Python貝葉斯深度學習》將引領你踏入迅速發展的不確定性感知深度學習領域，助你深入理解不確定性估計在構建魯棒性的機器學習系統中的重要價值。你將學習多種流行的BDL方法，並通過涵蓋多種應用場景的Python實用示例來掌握這些方法的實現技巧。讀完本書後，你將深刻理解BDL及其優勢，並能夠為更安全、更魯棒的深度學習系統開發貝葉斯深度學習模型。主要內容：● 了解貝葉斯推理和深度學習的優缺點● 了解貝葉斯神經網絡(Bayesian Neural Network，BNN)的基本原理● 了解主要貝葉斯神經網絡實現/近似之間的差異● 了解生產環境中概率深度神經網絡的優勢● 在Python代碼中實現各種貝葉斯深度學習方法● 運用貝葉斯深度學習方法解決實際問題● 學習如何評估貝葉斯深度學習方法並為特定任務選擇最佳方法● 在實際深度學習應用中處理“分布外”數據

《強化學習基礎、原理與應用》循序漸進地講解了使用Python語言實現強化學習的核心算法開發的知識，內容涵蓋了數據處理、算法、大模型等知識，並通過具體實例的實現過程演練了各個知識點的使用方法和使用流程。《強化學習基礎、原理與應用》共分為17章，主要內容包括強化學習基礎、馬爾可夫決策過程、蒙特卡洛方法、Q-learning與貝爾曼方程、時序差分學習和SARSA算法、DQN算法、DDQN算法、競爭DQN算法、REINFORCE算法、Actor-Critic算法、PPO算法、TRPO算法、連續動作空間的強化學習、值分布式算法、基於模型的強化學習、多智能體強化學習實戰：Predator-Prey 遊戲及自動駕駛系統。本書內容簡潔而不失技術深度，以極簡的文字介紹了複雜的案例，易於閱讀和理解。《強化學習基礎、原理與應用》適用於已經瞭解Python語言基礎語法的讀者，想進一步學習強化學習、機器學習、深度學習及相關技術的讀者，還可作為大專院校相關專業的師生用書和培訓機構的教材使用。

Twins Scarlett and Thomas have been learning about the Maya at school. They even had a go at making hot chocolate from cacao beans. When Grandad falls ill, the twins know what the perfect cure will be – hot chocolate! They nervously borrow Grandad’s time machine and travel back to the time of the Mayas. Scarlett pretends to be a god, and gets taken in by the royal family. Thomas is not quite so lucky, and ends up playing for his life in a brutal Mayan ball game. Watch out, Thomas, if you lose, you might be sacrificed to the gods! How far would you go to find the best hot chocolate?

Discover two sides of history with the Time Travel Twins!Twins Scarlett and Thomas are learning about the Stone Age, so Grandad lets them use his time machine. Thomas wants to see a sabre-toothed tiger; Scarlett wants to see Stonehenge. They were thousands of years apart, what should they do? Go back in time twice of course!From perilous encounters with Neanderthals and woolly mammoths, to being roped into a mysterious ancient ceremony, the twins will need to keep their wits about them to survive their visits to the Stone Age!

Harley Hitch returns for an airborne adventure in this highly illustrated fiction series about a determined young inventor from award-winning author Vashti Hardy. The Aviation Parade is coming to Forgetown this summer, and Harley has her sights set on creating a flying machine that will really stand out: a robot hippogriff! And if the creature impresses Cosmo's mum enough, surely Cosmo will be able to keep it as a pet? But Harley wants the flying machine to be a surprise for everyone. She soon finds that keeping secrets leads to tricky explanations and lots of trouble - especially when REAL hippogriffs arrive and cause chaos! Join Harley, her robot dog Sprocket and best friend Cosmo for problem-solving adventures and mysteries in a world where science rules and technology grows in the forest! A rollicking adventure that celebrates STEM learning! Highly illustrated with lively, humourous illustrations by George Ermos.Vashti Hardy is an award-winning author of children's books. Her novel