Deep Learning with Python

Along with updating all chapters and Python code examples, the second edition of this bestseller includes new chapters on Gaussian processes, Boltzmann machines, and deep belief networks. It also revi

With chapters based on real situations outlining practical strategies, this guide shows you how formative teaching, learning and assessment can enrich day-to-day teaching, and ensure deep and sustaine

With chapters based on real situations outlining practical strategies, this guide shows you how formative teaching, learning and assessment can enrich day-to-day teaching, and ensure deep and sustaine

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.

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 and so Emerald, Delphina, and Mum set out on an exciting ocean adventure to do just that. Illustrated throughout in sea green and black, Emerald is perfect for readers who are looking for a first chapter book with a splash of wildness and wonder.

Data Mining: Practical Machine Learning Tools and Techniques, Fifth Edition, offers a thorough grounding in machine learning concepts, along with practical advice on applying these tools and techniques in real-world data mining situations. This highly anticipated new edition of the most acclaimed work on data mining and machine learning teaches readers everything they need to know to get going, from preparing inputs, interpreting outputs, evaluating results, to the algorithmic methods at the heart of successful data mining approaches. Extensive updates reflect the technical changes and modernizations that have taken place in the field since the last edition, including more recent deep learning content on such topics as GANs, transformers, BERT, GPT, VAE, adversarial examples, pre-training and fine-tuning, as well as a comprehensive treatment of ethical and responsible artificial intelligence topics. Authors Ian H. Witten, Eibe Frank, Mark A. Hall, and Christopher J. Pal, along with new

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

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.

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