An introduction to a broad range of topics in deep learning, covering mathematical and conceptual background, deep learning techniques used in industry, and research perspectives. “Written by three experts in the field, Deep Learning is the only comprehensive book on the subject.” —Elon Musk, cochair of OpenAI; cofounder and CEO of Tesla and SpaceX Deep learning is a form of machine learning that enables computers to learn from experience and understand the world in terms of a hierarchy of concepts. Because the computer gathers knowledge from experience, there is no need for a human computer operator to formally specify all the knowledge that the computer needs. The hierarchy of concepts allows the computer to learn complicated concepts by building them out of simpler ones; a graph of these hierarchies would be many layers deep. This book introduces a broad range of topics in deep learning. The text offers mathematical and conceptual background, covering relevant concepts in linear algebra, probability theory and information theory, numerical computation, and machine learning. It describes deep learning techniques used by practitioners in industry, including deep feedforward networks, regularization, optimization algorithms, convolutional networks, sequence modeling, and practical methodology; and it surveys such applications as natural language processing, speech recognition, computer vision, online recommendation systems, bioinformatics, and videogames. Finally, the book offers research perspectives, covering such theoretical topics as linear factor models, autoencoders, representation learning, structured probabilistic models, Monte Carlo methods, the partition function, approximate inference, and deep generative models. Deep Learning can be used by undergraduate or graduate students planning careers in either industry or research, and by software engineers who want to begin using deep learning in their products or platforms. A website offers supplementary material for both readers and instructors.

She was going to stab her doctor, but she wrote a book instead. Years later, Willa Goodfellow revisits her account of the antidepressant-induced hypomania that hijacked her Costa Rican vacation and tells the rest of the story: her missed diagnosis of Bipolar 2, how she’d been given the wrong medications, and finally, her process of recovery. Prozac Monologues is a book within a book—part memoir of misdiagnosis and part self-help guide about life on the bipolar spectrum. Through edgy and comedic essays, Goodfellow offers information about a mood disorder frequently mistaken for major depression as well as resources for recovery and further study. Plus, Costa Rica. · If your depression keeps coming back . . . · If your antidepressant side effects are dreadful . . . · If you are curious about the bipolar spectrum . . . · If you want ideas for recovery from mental illness . . . · If you care for somebody who might have more than depression . . . . . . This book is for you.

A case of mistaken identity leads to unintentional criminal activity when a dream family holiday goes terribly wrong in this punny comedy caper from author-illustrator Tom McLaughlin.

Stolen in broad daylight on her way home from school, for Ava Hanlon, the nightmare is only just beginning. So young and achingly naïve, Ava is no match for her depraved new master, Father Mathew Aaron, a well-respected priest, and a man hellbent on consuming her innocence to the very last drop. There is no hope. No light. There is only Callum. A troubled, tormented young man imprisoned in the same room as her. As each day slips by without rescue, all that is left is this fierce, dark entity stirring between them—something far more threatening to her virtue than even Father Aaron’s obsessive game. Something so powerful, it may just make her want to stay for keeps. A dark psychological romance that’s full of twists and turns you won’t see coming.

Describes the first cooking instruction school in the United States, taught and organized by Elizabeth Goodfellow, who was known to have popularized such regional foods as cornmeal and stressed the importance of locally grown ingredients.

_______________ A brilliant, prize-winning collection of poems by Matt Goodfellow Winner of the 2020 North Somerset Teachers' Book Award for best children's poetry book _______________ What if cats had flavoured fur, or you swallowed the sun? What if you were a special kind of badger, or you found a map to the stars? And what if your home was split during the week: one half at Mum's, the other half at Dad's? Packed with brilliant poems that explore a whole range of themes from the downright silly to the sensitive, this collection will delight, enthuse and resonate with children and adults alike. _______________ 'Those who love poetry should snap up Matt Goodfellow's rich and vivid new collection' - The Guardian 'Matt Goodfellow is a fresh voice on the children's poetry scene' - Pie Corbett _______________ Book Band: Brown Ideal for ages 7+