Deep Learning with Python

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

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

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

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.

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

Learn how to think and engage like a scientist! BIOLOGY: THE DYNAMIC SCIENCE, Second Edition, provides you with a deep understanding of the core concepts in Biology, building a strong foundation for a

Learn how to think and engage like a scientist! BIOLOGY: THE DYNAMIC SCIENCE, Second Edition, provides you with a deep understanding of the core concepts in Biology, building a strong foundation for a

Learn how to think and engage like a scientist! BIOLOGY: THE DYNAMIC SCIENCE, Second Edition, provides you with a deep understanding of the core concepts in Biology, building a strong foundation for a

Learn how to think and engage like a scientist! BIOLOGY: THE DYNAMIC SCIENCE, Second Edition, provides you with a deep understanding of the core concepts in Biology, building a strong foundation for a

Learn how to think and engage like a scientist! BIOLOGY: THE DYNAMIC SCIENCE, Second Edition, provides you with a deep understanding of the core concepts in Biology, building a strong foundation for a

Two touching, ghostly tales by Harriet Goodwin and Leon Rosselson. In the first, Joe, struggling to come to terms with his mother's death, finds himself drawn into a spooky legend that lies deep benea

Develop the analytical skills that are in high demand in businesses today with Camm/Cochran/Fry/Ohlmann's best-selling BUSINESS ANALYTICS, 5E. You master the full range of analytics as you strengthen descriptive, predictive and prescriptive analytic skills. Real examples and memorable visuals clearly illustrate data and results. Step-by-step instructions guide you through using Excel, Tableau, R or the Python-based Orange data mining software to perform advanced analytics. Practical, relevant problems at all levels of difficulty let you apply what you've learned. Updates throughout this edition address topics beyond traditional quantitative concepts, such as data wrangling, data visualization and data mining, which are increasingly important in today's business environment. MindTap and WebAssign online learning platforms are also available with an interactive eBook, algorithmic practice problems and Exploring Analytics visualizations to strengthen your understanding of key concepts.

本書通過96個案例，全面講解了深度學習神經網路原理和TensorFlow使用方法。全書共分為3篇，第1篇深度學習與TensorFlow基礎，包括快速瞭解人工智慧與TensorFlow、搭建開發環境、TensorFlow基本開發步驟、TensorFlow程式設計基礎、識別圖中模糊的手寫數位等內容；第2篇深度學習基礎――神經網路，介紹了神經網路的基礎模型，包括單個神經元、多層神經網路、卷積神經網路、迴

《深度學習原理與PyTorch實戰》按照從理論到實踐，從實踐到創造的順序講解深度學習領域的知識與技術，代碼翔實，公式簡單易懂。 《深度學習原理與PyTorch實戰》第1章介紹深度學習的概念和目前的形勢，第2章介紹Python編程語言基礎，第3章使用Python語言計算極限、導數、級數等數學問題，第4章講解深度學習的基本原理與PyTorch框架的基本使用，第5章和第6章詳細講述經典網絡結構CNN和

Deep learning is revolutionizing how machine translation systems are built today. This book introduces the challenge of machine translation and evaluation - including historical, linguistic, and applied context -- then develops the core deep learning methods used for natural language applications. Code examples in Python give readers a hands-on blueprint for understanding and implementing their own machine translation systems. The book also provides extensive coverage of machine learning tricks, issues involved in handling various forms of data, model enhancements, and current challenges and methods for analysis and visualization. Summaries of the current research in the field make this a state-of-the-art textbook for undergraduate and graduate classes, as well as an essential reference for researchers and developers interested in other applications of neural methods in the broader field of human language processing.

Shift classroom structures to enhance student success. By becoming learning partners with their students, teachers can help them develop enthusiasm for learning and employ deep learning goals. Discove

Fiction. A.W. DeAnnuntis writes with verve, deep learning, and comedic panache, creating improbable worlds that manage, somehow, to make sense.

Idiot's Guides: Beginning Programming takes the fear out of learning programming by teaching readers the basics with Python, an open-source (free) environment which is considered one of the easiest la