Deep Learning with Python

Dig deep into the data with a hands-on guide to machine learningMachine Learning: Hands-On for Developers and Technical Professionals provides hands-on instruction and fully-coded working examples for

With Foreword by Heidi Hayes JacobsIt's crucial for 21st century teachers and students to determine together what a student will learn and at what pace. This book dives deep into quest learning, a cus

The fundamental algorithms in data mining and machine learning form the basis of data science, utilizing automated methods to analyze patterns and models for all kinds of data in applications ranging from scientific discovery to business analytics. This textbook for senior undergraduate and graduate courses provides a comprehensive, in-depth overview of data mining, machine learning and statistics, offering solid guidance for students, researchers, and practitioners. The book lays the foundations of data analysis, pattern mining, clustering, classification and regression, with a focus on the algorithms and the underlying algebraic, geometric, and probabilistic concepts. New to this second edition is an entire part devoted to regression methods, including neural networks and deep learning.

Take your Python machine learning ideas and create serverless web applications accessible by anyone with an Internet connection. Some of the most popular serverless cloud providers are covered in this

Readers will love learning their colors with this brightly illustrated, cumulative picture book by bestselling author Audrey Wood and her dynamic, digital-artist son, Bruce. Starting with a rock, a re

This book constitutes the refereed joint proceedings of the First International Workshop on Machine Learning in Clinical Neuroimaging, MLCN 2018, the First International Workshop on Deep Learning Fail

Welcome Future Coder! Are You Ready To Learn And Start Programming With Any Language In 2 Hours? Learning to write computer programs can be fun if you take up the right approach and this shall be the

The movie, Jaws. The main character, a vicious shark coursing through the deep blue ocean taking victims along the way. Who among us can?t hum the ominous musical accompaniment to this? Would Jaws be

強化學習是一種重要的機器學習方法，在智能體及分析預測等領域有許多應用。本書共13章，主要包括強化學習的各種要素，即智能體、環境、策略和模型以及相應平臺和庫；Anaconda、Docker、OpenAI Gym、Universe和TensorFlow等安裝配置；馬爾可夫鏈和馬爾可夫過程及其與強化學習問題建模之間的關係，動態規劃的基本概念；蒙特卡羅方法以及不同類型的蒙特卡羅預測和控制方法；時間差分學習、預測、離線/在線策略控制等；多臂賭博機問題以及相關的各種探索策略方法；深度學習的各種基本概念和RNN、LSTM、CNN等神經網絡；深度強化學習算法DQN，以及雙DQN和對抗網絡體系結構等改進架構；DRQN以及DARQN；A3C網絡的基本工作原理及架構；策略梯度和優化問題；最後介紹了強化學習的最新進展以及未來發展。

Discover one of the most effective therapies for dealing with difficult emotions and ailments, from stress relief to quitting smoking. By learning the secrets of deep relaxation you can bring about

A gentle journey through the mathematics of neural networks, and making your own using the Python computer language. Neural networks are a key element of deep learning and artificial intelligence, whi

Create a rich learning environment and support deeper thinking with primary sources. This resource provides teachers with thought-provoking questions to help students perform deep analysis of various

For the Internet generation, educational technology designed with the brain in mind offers a natural pathway to the pleasures and rewards of deep learning. Drawing on neuroscience and cognitive psycho

A masterpiece of deep learning and fine sensibility,Robert Alter’s translation of the Hebrew Bible, nowcomplete, reanimates one of the formative works of ourculture. Capturing its brilliantly compact

Educator and neuroscientist Dr. Jared Cooney Horvath reveals why digital tools in school consistently undermine learning--and what parents, teachers, and schools can do to push back with purpose. Our children are struggling. Schools, once alive with deep learning born of human connection, are now dominated by screens and digital tools. The result is unmistakable: falling performance, fractured attention, and the slow erosion of rigorous thought. For the first time in the history of standardized cognitive measurement, children are consistently scoring lower on key measures of cognitive development. We were told that classroom technology was progress. It wasn't. In The Digital Delusion, neuroscientist and educator Dr. Jared Cooney Horvath shows how the widespread use of laptops, tablets, and educational software in classrooms is quietly undermining how children learn, think, and develop. Drawing on decades of neuroscience and education research, Horvath dismantles the core myths driving

Become a Python Programming Expert With Ease!What if you had access to a python guide that literally takes you step by step through every essential process of learning the python language? Imagine you

From the New York Times bestselling author of Girl in Pieces comes a novel about love and loss and learning how to continue when it feels like you're surrounded by darkness that Karen M. McManus, the New York Times bestselling author of One of Us Is Lying, calls rare and powerful. Here is what happens when your mother dies. It's the brightest day of summer and it's dark outside. It's dark in your house, dark in your room, and dark in your heart. You feel like the darkness is going to split you apart. That's how it feels for Tiger. It's always been Tiger and her mother against the world. Then, on a day like any other, Tiger's mother dies. And now it's Tiger, alone. Here is how you learn to make friends with the dark. Stunning and beautifully written.-HelloGiggles A rare and powerful novel, How to Make Friends with the Dark dives deep into the heart of grief and healing with honesty, empathy, and grace. --Karen M. McManus, New York Times bestselling author of One of Us Is Lying and Two C

國內外最具代表性案例，9大專題實戰、15個分類實例 Google Colab、Microsoft Azure兩大雲端應用，人臉辨識、自然語言、文字識別、語音轉換、分析預測、物件自動標示、影像辦識真正實練，從資料收集整理、模型訓練調整，檢測修正到產出全面解秘！ 資料科學(Data Science)技術崛起後，人工智慧(Artificial Intelligence)、機器學習(Machine Learning)與深度學習(Deep Learning)儼然成為電腦科學最熱門的話題。其實，人工智慧的應用早已出現在我們生活周遭，如即時車牌影像辨識，以及智慧型手機中的臉部指紋辨識解鎖、影像轉文字翻譯、智慧語音助理…等。 在人工智慧領域中最重要也最適合作為入門的程式語言非Python莫屬。本書就以TensorFlow、Keras為基底，運用Python進行實作，深入人工智慧技術，掌握機器學習與深度學習的真正強大應用。 程式人、工程師挑戰人工智慧最佳學習地圖由類神經網路基礎到AI應用實戰訓練、模型、預測、辨識、分析與驗證全面深入機器學習與深度學習技術核心 ■打造專屬Python、TensorFlow與Keras最強開發環境。 ■圖解簡化複雜難懂的類神經網路觀念，涵蓋多層感知器(MLP)、卷積神經網路(CNN)與循環神經網路(RNN)。 ■整合最夯的人工智慧雲端開發平台：Google Colab，應用雲端提供的充沛資源，全面提升運算效能。 ■加碼最新的機器學習雲端應用平台：Microsoft Azure，連結功能強大、方向多元的Web API，豐富專業應用領域。 ■顛覆只重視理論或產生結果的傳統機器學習內容，實際挑戰從資料收集與準備、模型訓練與調整、檢測修正到結果產出的最完整機器學習實戰流程。 ■全面深入不同應用面向：印刷文字辨識、手寫文字辨識、遠端圖片分析、本機圖片分析、辨識圖片地標或名人、臉部辨識、人臉比對、語言識別、文字翻譯、黑白照片上色、人臉情緒偵測、圖片物件偵測、人工智慧製作縮圖、圖片場景偵測、汽車型號及年份偵測、自動標示物件、資料走勢預測… ■網羅國內外最具代表性案例：手寫文字辨識、圖片分類、即時匯率分析、文字雲與文章自動摘要、YouTube影片加上字幕、股票走勢分析、臉部辨識登入系統、擷取車牌、即時車牌影像辨識…等，進行有系統而扎實的真正演練。 ■一次領略機器學習與深

Join Liko and Roy on their journey to become real Pokémon Trainers as they embark on a series of training battles.This simple story book is accessible to young readers who are learning to read independently.Liko, Sprigatito, Roy, and Fuecoco are now official members of the Rising Volt Tacklers and ask Friede to train them, but Friede has an electrifying surprise in store for them. Will they manage to dig deep and uncover what it takes to become true Pokémon Trainers?This Level 2 reader includes longer sentence structures, more challenging vocabulary, paragraphs and short chapter lengths.

Ways with Words, first published in 1983, is a classic study of children learning to use language at home and at school in two communities only a few miles apart in the south-eastern United States. 'Roadville' is a white working-class community of families steeped for generations in the life of textile mills; 'Trackton' is an African-American working-class community whose older generations grew up farming the land, but whose existent members work in the mills. In tracing the children's language development the author shows the deep cultural differences between the two communities, whose ways with words differ as strikingly from each other as either does from the pattern of the townspeople, the 'mainstream' blacks and whites who hold power in the schools and workplaces of the region. Employing the combined skills of ethnographer, social historian, and teacher, the author raises fundamental questions about the nature of language development, the effects of literacy on oral language habit

A new paradigm for teachers to open their classrooms and cultivate deep professional learning Teaching is an isolating profession. Most educators receive minimal feedback on their craft, typically lim

Implement real-time data processing applications on the Raspberry Pi. This book uniquely helps you work with data science concepts as part of real-time applications using the Raspberry Pi as a localized cloud. You'll start with a brief introduction to data science followed by a dedicated look at the fundamental concepts of Python programming. Here you'll install the software needed for Python programming on the Pi, and then review the various data types and modules available. The next steps are to set up your Pis for gathering real-time data and incorporate the basic operations of data science related to real-time applications. You'll then combine all these new skills to work with machine learning concepts that will enable your Raspberry Pi to learn from the data it gathers. Case studies round out the book to give you an idea of the range of domains where these concepts can be applied. By the end of Data Science with the Raspberry Pi, you'll understand that many applications are now de

If you are a Python programmer who wants to get started with performing data analysis using pandas and Python, this is the book for you. Some experience with statistical analysis would be helpful but

What do successful organizations do that makes them consistently successful? It's simple and yet, deep-they serve their customers by understanding their needs and expectations and then, deliver to tho

國內外最具代表性案例兩大雲端應用、15項分類實例、9大專題實戰自然語言、文字識別、語音轉換、分析預測、物件自動標示、影像辦識真正實練！從資料收集整理、模型訓練調整，檢測修正到產出全面解秘！資料科學(Data Science)技術崛起後，人工智慧(Artificial Intelligence)、機器學習(Machine Learning)與深度學習(Deep Learning)儼然成為電腦科學最熱

Discover the wonders of Planet Earth, as you fly over the snowy mountains, dive into the deep blue sea and creep through the steamy hot rainforest . . .With giant fold-out pages, peep-through holes and flaps, My First Journey Around Planet Earth is a wonderful introduction to Earth's ecosystems for Early Years children. Little ones will love opening out the pages to reveal the six different ecosystems – grasslands, cities, mountains, oceans, rainforests and deserts. Designed to encourage learning through play, each ecosystem is brought to life through a colourful scene, with simple facts throughout, and lots to spot and talk about together.Little ones can have more fun learning with My First Body Book and My First Clock Book – the perfect gifts for curious kids!

Do you already know Python and love using this programming language to create stunning projects? Are you looking to increase your programming skills and stay up to date with the latest languages and trends?Then you've probably been wanting to learn Raspberry Pi 4.Now you can!This comprehensive step-by-step guide will teach you everything you need to know about installing, programming, and learning Raspberry Pi 4.With detailed instructions, tips, tricks, and a full index for you to refer back to, every programmer who desires to learn Raspberry Pi 4 must have this book by their computers.With this book in your hands, you will: Learn step-by-step how to install Raspbian and set up Raspberry Pi 4 to create stunning programs and automationReplace your PC with Raspberry Pi 4 so your computer is completely customizable how you like itBecome a better programmer with Python and practice your coding skills with the steps contained in this bookCreate incredible projects and programs with Raspberr

這本書引導讀者從廣闊的人工智慧來到深度學習的核心概念，深化對機器學習的理解，並揭示電腦視覺如何利用機器學習來模仿和擴展人類的視覺能力。深度學習顯著提升了電腦視覺技術的效能，而成功的電腦視覺案例又進一步推進深度學習領域的發展，形成一個良性循環。　書中不僅提供扎實的理論基礎，更搭配豐富實用的範例，這些範例都是用強大且被廣泛運用的 Python 程式語言編寫。透過這些範例，讀者能更直觀地掌握書中所述的概念，並將理論付諸實踐。　本書特別為對影像處理與電腦視覺懷抱熱情的讀者而設計，無論是大學部或研究所的學生，或是渴望自學精進的其他族群，都能從中獲益良多。

建立智慧型系統的概念、工具與技術「這是一本出色的機器學習資源，包含淺顯易懂的解說，以及豐富的實用技巧。」—François CholletKeras作者，《Deep Learning with Python》作者「本書是運用神經網路來解決問題的絕佳入門資源，涵蓋理論及實踐。推薦給想學習實用機器學習技術的人。」—Pete WardenTensorFlow行動主管深度學習在經歷了一系列的突破之後，已經推動了整個機器學習領域的發展。如今，即使是對於這項技術非常陌生的程式設計師，也能夠使用簡單、高效率的工具，寫出能從資料中學習的程式。這本暢銷書使用具體的例子、最少的理論，以及具備生產水準的Python框架(Scikit-Learn、Keras和TensorFlow)來協助你直接瞭解智慧系統的建構概念與工具。在這本第三版中，作者Aurélien Géron將探索一系列的技術，從簡單的線性回歸開始，逐步發展到深度神經網路。本書包含許多範例程式和習題來幫助活用所學，只要具備一些程式設計經驗即可入門。‧使用Scikit-Learn自始至終完成機器學習專案‧探索多種模型，包括支援向量機、決策樹、隨機森林，和集成方法‧運用無監督學習技術，例如降維、聚類法和異常檢測‧深入探討神經網路架構，包括摺積神經網路、遞迴網路、生成對抗網路、自動編碼器、擴散模型、轉換器‧使用TensorFlow和Keras建構和訓練神經網路，以進行計算機視覺、自然語言處理、生成模型和深度強化學習

若要打造可推理及提取外部資料、理解前後脈絡、可投入正式環境的 AI 應用程式，你就必須熟悉熱門的開發框架與平台 LangChain。它可以用來建立、執行與管理有自主行動能力的 app。目前已有許多頂尖公司採用 LangChain，包括 Zapier、Replit、Databricks 等。對於已經學會 Python 或 JavaScript，且想要掌握 AI 能力的新手開發者而言，本書是必備的學習資源。 作者 Mayo Oshin 與 Nuno Campos 透過實用的見解與深入的教學，帶領你逐步掌握 LangChain 的運用。從基礎概念開始，一步步帶你建立一個可正式上線，並且能夠使用個人資料的 AI agent。 • 運用 retrieval-augmented generation（RAG）技術，結合外部的即時資料來提升 LLM 的準確性。 • 開發並部署能夠與使用者聰明地互動，並且記得前後脈絡的 AI 應用程式。 • 透過 LangGraph 來使用強大的 agent 架構。 • 整合並管理第三方 API 與工具，以擴充 AI 應用程式的功能。 • 監控、測試與評估 AI 應用程式，以提升效能。 • 瞭解 LLM app 開發的基礎知識，並學習如何在 LangChain 上加以活用。 ------------------------------------------------------------- 「本書包含條理分明的講解和可落實的技巧，是掌握 LangChain 的強大功能，並用它來製作可上線的生成式 AI 與 agent 的首選資源。對於想充分利用此平台之潛力的開發者來說，是必讀之作。」 ── Tom Taulli，IT 顧問暨《AI輔助程式開發》作者 「這本完整的指南涵蓋文件提取與檢索，以及在正式環境中部署與監控 AI agent 的完整知識。透過引人入勝的範例、直覺的圖解與實際的程式碼，讓 LangChain 變得既有趣又好玩！」 ── Rajat K. Goel，IBM 資深軟體工程師 「這是一本完整的 LLM 指南，不只介紹基礎知識，也探討生產階段，充滿技術見解、實用策略，以及強大的 AI 模式。」 ── Gourav Singh Bais，Allianz Services 資深資料科學家暨技術內容撰寫人

Ⓞ 16 堂課引領入門, 學得會、做得順的絕佳教材！Ⓞ 最詳盡的深度學習基石書, CNN + RNN + GAN + DQN + DRL 各種模型學好學滿初學者想要自學深度學習 (Deep Learning), 可以在市面上找到一大堆「用 Python 學深度學習」、「用 xxx 框架快速上手深度學習」的書；也有不少書說「請從數學複習起！」, 捲起袖子好好探究底層那些數學原理......但過早切入

A proposal that we think about digital technologies such as machine learning not in terms of artificial intelligence but as artificial communication.Algorithms that work with deep learning and big data are getting so much better at doing so many things that it makes us uncomfortable. How can a device know what our favorite songs are, or what we should write in an email? Have machines become too smart? In Artificial Communication, Elena Esposito argues that drawing this sort of analogy between algorithms and human intelligence is misleading. If machines contribute to social intelligence, it will not be because they have learned how to think like us but because we have learned how to communicate with them. Esposito proposes that we think of “smart” machines not in terms of artificial intelligence but in terms of artificial communication.To do this, we need a concept of communication that can take into account the possibility that a communication partner may be not a human being but an al

PyTorch是Facebook於2017年初在機器學習和科學計算工具Torch的基礎上，針對Python語言發佈的一個全新的機器學習工具套件，一經推出便受到業界廣泛關注和討論，目前已經成為機器學習從業人員首選的一款研發工具。 本書是使用PyTorch建構神經網絡模型的實用指南，內容分為9章，包括PyTorch與深度學習的基礎知識、神經網路的構成、神經網路的高階知識、機器學習基礎知識、深度學習在電腦視覺上的應用、深度學習在序列資料和文字當中的應用、生成網路、現代網路架構，以及PyTorch與深度學習的未來走向。 本書適合對深度學習領域感興趣且希望一探PyTorch究竟的業界人士閱讀。具備其他深度學習框架使用經驗的讀者，也可以透過本書掌握PyTorch的用法。 本書範例檔： https://github.com/PacktPublishing/Deep-Learning-with-PyTorch

The must-have companion for cocktail classics and creative drinks from a celebrated industry icon Hone your mixology skills while learning more about your favorite drink's origins from award-winning bartender Tiffanie Barriere, known globally as "the drinking coach." From gold-standard martinis and mint juleps to new classics inspired by inventors and trailblazers, this culture-rich exploration of cocktails seamlessly blends hands-on technique with deep historical knowledge. For Barriere every ingredient has a story, and every story can become a drink. Equal parts inspiration and education, in addition to 125 cocktails explained in transportive detail, Barriere honors the Black roots of many of our Friday night favorites, spirits, and bar tools, from the Cosmo to the Chocolate Martini, and Rhum Agricole to the hinged lemon squeezer. Many drinks have zero-proof variations, using Barriere's ingenious concept of cocktail "stock" to build flavor layer-by-layer: build a drink's flavor first

Will artificial intelligence usher in a new age of prosperity, or are we sowing the seeds of our own destruction? Some scientists have long feared that AI will lead to human extinction, as ever more ruthless and capable machines elbow us aside. In certain circles it has even become fashionable to stockpile supplies in underground bunkers to prepare for a dystopian future. Optimists argue that AI will be a terrific boon, not least to science and medicine. For instance, MIT researchers have used a deep learning model to identify a chemical compound to treat E. Coli infections. And the 2024 Nobel Prize in Chemistry was awarded to the developers of Google DeepMind for mapping proteins far quicker than previously possible. Toby Walsh has worked in AI since before most people had a computer. In God AI, he guides us with humour and humanity through the claims and the counter-claims – and helps us make up our own minds about one of the biggest issues of our time.

Get ready to be dazzled by some of the shiniest, most colorful, useful―and even dangerous―rocks, minerals, and gems on the planet!In this Level 3 reader, discover fascinating facts about the incredible rocks and minerals under our feet and deep in Earth’s crust. Budding geologists will love reading about how rocks form, learning the names and features of the coolest rocks and minerals, and exploring rare and beautiful gemstones.Key features include:Expert-vetted text appropriate for ages 7 to 9Brilliant and eye-catching National Geographic images100 fun facts sprinkled throughout the book* A fact roundup at the end of each book for kids to review what they’ve learnedPacked with weird-but-true facts and tons of cool info, this Level 3 reader explores the incredible world of geology.About the series: This high-interest, educationally-vetted readers series features magnificent National Geographic images accompanied by text written by experienced, skilled children’s book authors. Each read

本書主要介紹了深度學習的基本概念和常用網絡以及Theano在深度學習中的應用。全書共13章，首先介紹了Theano的基礎知識，包括張量、計算圖、符號計算、張量算子、自動微分等概念，然後分別介紹了基於前饋神經網絡的手寫體數字分類、單詞的向量編碼、基於遞歸神經網絡的文本生成、基於雙向LSTM的情感分析、基於空間變換網絡的定位、基於剩餘網絡的圖像分類、基於編碼―解碼網絡的翻譯與解釋、基於注意力機制的相關

Packed with current research and examples, bestselling COMMUNICATION BETWEEN CULTURES, 9E equips students with a deep understanding and appreciation of different cultures while helping them develop pr

Far, far away, in deep, dark space, was a star. A tiny twinkle. But it was Star Boy's home. Star Boy lived there all alone, with only his robot, Ace, for company. And although Ace was fun to play with