Deep Learning

Deep Learning

Author: Ian Goodfellow

Publisher: MIT Press

Published: 2016-11-10

Total Pages: 801

ISBN-13: 0262337371

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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.


Bright Bursts of Colour

Bright Bursts of Colour

Author: Matt Goodfellow

Publisher: Bloomsbury Publishing

Published: 2020-02-06

Total Pages: 97

ISBN-13: 1472963539

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_______________ 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+


Prozac Monologues

Prozac Monologues

Author: Willa Goodfellow

Publisher: Simon and Schuster

Published: 2020-08-25

Total Pages: 208

ISBN-13: 1631527320

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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.


Mrs. Goodfellow

Mrs. Goodfellow

Author: Becky Libourel Diamond

Publisher:

Published: 2018-09-07

Total Pages: 0

ISBN-13: 9781594163074

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"In Philadelphia during the first decades of the nineteenth century, Mrs. Elizabeth Goodfellow ran a popular bakery and sweet shop. In addition to catering to Philadelphia's wealthy families and a reputation of making the finest desserts in the young country, her business stood out from every other establishment in another way: she ran a small school to teach the art of cooking, the first of its kind in America. Despite her notoriety--references to her cooking as a benchmark abound in the literature of the period--we know very little about who she was. Since she did not keep a journal and never published any of her recipes, we have to rely on her students, most notably Eliza Leslie, who fortunately recorded many of Goodfellow's creations and techniques. Mrs. Goodfellow is known for making the first lemon meringue pie and for popularizing regional foods, such as Indian (corn) meal. Through old recipe books, advertisements, letters, diaries, genealogical records, and other primary sources, "Mrs. Goodfellow: the story of America's first cooking school" provides a more complete portrait of this influential figure in cooking history."--Back cover


His to Keep

His to Keep

Author: Lydia Goodfellow

Publisher: Lydia Goodfellow

Published: 2021-09-09

Total Pages: 291

ISBN-13:

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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.


Made Men

Made Men

Author: Glenn Kenny

Publisher: Harlequin

Published: 2020-09-15

Total Pages: 431

ISBN-13: 1488059136

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A revealing look at the making of Martin Scorsese’s iconic mob movie and its enduring legacy, featuring interviews with its legendary cast. When Goodfellas first hit the theatres in 1990, a classic was born. Few could anticipate the unparalleled influence it would have on pop culture, one that would inspire future filmmakers and redefine the gangster picture as we know it today. From the rush of grotesque violence in the opening scene to the iconic hilarity of Joe Pesci’s endlessly quoted “Funny how?” shtick, it’s little wonder the film is widely regarded as a mainstay in contemporary cinema. In the first ever behind-the-scenes story of Goodfellas, film critic Glenn Kenny chronicles the making and afterlife of the film that introduced the real modern gangster. Featuring interviews with the film’s major players, including Martin Scorsese and Robert De Niro, Made Men shines a light on the lives and stories wrapped up in the Goodfellas universe, and why its enduring legacy has such a hold on American culture. A Library Journal Best Book of the Year A Sight and Sound Best Film Book of 2020


Hostile Environment

Hostile Environment

Author: Maya Goodfellow

Publisher: Verso Books

Published: 2020-09-22

Total Pages: 321

ISBN-13: 1788739604

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How migrants became the scapegoats of contemporary mainstream politics From the 1960s the UK’s immigration policy—introduced by both Labour and Tory governments—has been a toxic combination of racism and xenophobia. Maya Goodfellow tracks this history through to the present day, looking at both legislation and rhetoric, to show that distinct forms of racism and dehumanisation have produced a confused and draconian immigration system. She examines the arguments made against immigration in order to dismantle and challenge them. Through interviews with people trying to navigate the system, legal experts, politicians and campaigners, Goodfellow shows the devastating human costs of anti-immigration politics and argues for an alternative. The new edition includes an additional chapter, which explores the impacts of the 2019 election and the ongoing immigration enforcement during the coronavirus pandemic. Longlisted for the 2019 Jhalak Prize


She's a Jolly Good Fellow

She's a Jolly Good Fellow

Author: Sajita Nair

Publisher: Hachette UK

Published: 2012-08-07

Total Pages: 204

ISBN-13: 9350094150

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Second Lieutenants Deepa Shekhar and Anjali Sharma have an important task at hand: convince their male counterparts that they too are assets to the Indian Army – rather than merely those with assets. When the 23-year-olds are transferred to a remote army unit, several hilarious situations follow, thanks to the stark novelty of a feminine presence in the traditionally male army. However, with each passing day, the differences in their personalities begin to emerge. Deepa is more ‘officer’: she insists on being called ‘Sahab’ and even takes to swearing like the troops. Anju is more ‘lady’: she can’t give up her make-up and Mills & Boon romances. Or resist the charms of a certain dashing young officer, despite her friend’s warnings to stay away. The girls frequently fall out and get back together, but face the same dilemma: is any man worth more than their uniform?


Alehouses and Good Fellowship in Early Modern England

Alehouses and Good Fellowship in Early Modern England

Author: Mark Hailwood

Publisher: Boydell & Brewer Ltd

Published: 2014

Total Pages: 268

ISBN-13: 1843839423

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This book provides a history of the alehouse between the years 1550 and 1700, the period during which it first assumed its long celebrated role as the key site for public recreation in the villages and market towns of England. In the face of considerable animosity from Church and State, the patrons of alehouses, who were drawn from a wide cross section of village society, fought for and won a central place in their communities for an institution that they cherished as a vital facilitator of what they termed "good fellowship". For them, sharing a drink in the alehouse was fundamental to the formation of social bonds, to the expression of their identity, and to the definition of communities, allegiances and friendships. Bringing together social and cultural history approaches, this book draws on a wide range of source material - from legal records and diary evidence to printed drinking songs - to investigate battles over alehouse licensing and the regulation of drinking; the political views and allegiances that ordinary men and women expressed from the alebench; the meanings and values that drinking rituals and practices held for contemporaries; and the social networks and collective identities expressed through the choice of drinking companions. Focusing on an institution and a social practice at the heart of everyday life in early modern England, this book allows us to see some of the ways in which ordinary men and women responded to historical processes such as religious change and state formation, and just as importantly reveals how they shaped their own communities and collective identities. It will be essential reading for anyone interested in the social, cultural and political worlds of the ordinary men and women of seventeenth-century England. MARK HAILWOOD is Lecturer in Early Modern British History at St Hilda's College, University of Oxford.