Deep Learning with Python

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.

When machine learning engineers work with data sets, they may find the results aren't as good as they need. Instead of improving the model or collecting more data, they can use the feature engineering process to help improve results by modifying the data's features to better capture the nature of the problem. This practical guide to feature engineering is an essential addition to any data scientist's or machine learning engineer's toolbox, providing new ideas on how to improve the performance of a machine learning solution. Beginning with the basic concepts and techniques, the text builds up to a unique cross-domain approach that spans data on graphs, texts, time series, and images, with fully worked out case studies. Key topics include binning, out-of-fold estimation, feature selection, dimensionality reduction, and encoding variable-length data. The full source code for the case studies is available on a companion website as Python Jupyter notebooks.

用 Python + Keras 實踐深度學習, 解開神經網路模型的黑盒子在高階函式庫 Keras 的幫助下, 用 6 行程式就可寫一隻深度學習神經網路的程式, 建構深度學習模型就像玩樂高積木一樣, 可以輕易將各種神經網路組合在一起, 而每一種模型可用來解決不同的問題。正宗 Keras 大神著作，正體中文版重磅登場本書為 Keras 之父 François Chollet 親自撰寫, 詳細解說神經

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。

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

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

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

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

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

Unleash the power of computer vision with Python using OpenCVAbout This BookCreate impressive applications with OpenCV and PythonFamiliarize yourself with advanced machine learning conceptsHarness the

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

If you have experience with the Python language and are interested in getting started with electronics, then BeagleBone Black is the perfect platform for you and this book will provide you with the in

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

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

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

For fans of FIVE FEET APART, this emotional and romantic YA offers an unflinching look at not only the realities of heart failure, but at memory, grief, guilt, and what it means to live--in spite of another, because of another, for another. For yourself. Sydney Wells should have died. She was supposed to die. She never expected, after years of waiting, to receive a heart transplant. Now, seventeen-year-old Sydney doesn't know what to do with her life. Her daily routine consisted of staying indoors, eating heart-healthy foods, and posting about her transplant list experiences on TheWaitingList with her long-distance BFF (and heart failure buddy) Chloe. Now, Sydney latches onto the one thing that gives her meaning: learning as much as she can about the person whose heart she inherited. After finding the family of her likely-donor, Mia, Sydney falls deep into her world--and may also be falling for Mia's best friend, Clayton. But Sydney isn't the only one hiding something. Mia's brother Ta

美人魚公主 Emerald 在暴風雨後發現一顆閃亮的蛋，竟孵出一隻可愛的小海龍。當小海龍跟著她回到皇宮時，大家都被牠迷住了，但 Emerald 知道牠一定在尋找自己的家人。於是她和朋友與媽媽一起展開海底冒險，幫助小海龍找到真正的家，展開一段溫暖又奇幻的海洋旅程。In this story, Emerald meets a cute baby sea dragon. She knows she must help the little sea dragon find its mother, but where to look?The most rebellious princess under the sea.Meet Isadora Moon's mermaid friend, Emerald! Emerald is learning how to be a mermaid princess, but there are just so many rules. She loves having fun with her friends and exploring her underwater world with her pet octopus, Inkibelle, she doesn't want to be stuck in the palace with everyone looking at her and checking that she's doing things the proper, royal way.The morning after a big storm, Emerald discovers a shimmery egg in Dad's back garden. A baby sea dragon hatches from the egg! It is sooo cute! When the cheeky little sea dragon hitches a lift with Emerald back to Mum's, everyone at the royal palace is enchanted. Emerald knows deep down that they need to find its real family

Enter the high-stakes world of the 1940s and relive the thrill of a medical breakthrough alongside Alexander Fleming and his team as they discover a way to save millions of lives. This is the story of penicillin, humanity’s greatest shield against infection - and the brilliant minds who made it happen.Learn all about one of the greatest moments in the history of medicine in this exciting, fast-paced narrative, from the discovery of a ‘miracle mould’ in a messy lab to the life-and-death race against the clock of World War II.Join the team of scientists and discover:*An exciting, action-packed narrative with historical accuracy that allows readers to deep-dive into how this life-saving antibiotic was developed.*Atmospheric illustrations that give a moody graphic novel vibe, perfect for keeping kids aged 9-12 engaged.*Accessible STEM learning through light-touch diagrams and microbiology explanations that reveal how the medicine was made possible.The perfect gift for young scientists, Pro

兩隻小魚在深海發現一座神祕的「鯨骨鬼屋」！牠們鼓起勇氣往裡走，結果遇到怪怪的盲鰻、長得像怪獸的哥布林鯊、名字超嚇人的吸血鬼烏賊、會發光的燈籠魚，還有專門啃骨頭的小蠕蟲。原來這些生物都住在鯨魚掉到海底後形成的「鯨落」裡。這本好玩又長知識的圖像書，用提問和小知識陪孩子一起在深海探險！末頁另附深海資訊與QR碼，可觀看真實鯨落影片。Two small fish discover a haunted house deep below the surface of the ocean. Are there ghosts inside? Vampires? What even IS this spooky place?A playful and fun nonfiction graphic picture book for 3-7-year-olds that asks questions and has sidebar facts, so kids won’t even notice how much they’re learning!When a whale dies, its body sinks to the bottom of the ocean floor and decomposes there, providing sustenance to many creatures. When it’s picked clean, the bones create an eerie kind of structure―resembling a haunted house or whalebone mansion.Two small fish discover a whalebone mansion, enter at their own risk, and encounter a number of creepy creatures along the way. Told in a graphic-style format, with playful text that asks young readers questions and includes sidebars that provide additional facts,Welcome to Whalebone M