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Generative modeling is one of the hottest topics in AI. Its now possible to teach a machine to excel at human endeavors such as painting, writing, and composing music. With this practical book, machine-learning engineers and data scientists will discover how to re-create some of the most impressive examples of generative deep learning models, such as variational autoencoders,generative adversarial networks (GANs), encoder-decoder models and world models.Author David Foster demonstrates the inner workings of each technique, starting with the basics of deep learning before advancing to some of the most cutting-edge algorithms in the field. Through tips and tricks, youll understand how to make your models learn more efficiently and become more creative.Discover how variational autoencoders can change facial expressions in photosBuild practical GAN examples from scratch, including CycleGAN for style transfer and MuseGAN for music generationCreate recurrent generative models for text generation and learn how to improve the models using attentionUnderstand how generative models can help agents to accomplish tasks within a reinforcement learning settingExplore the architecture of the Transformer (BERT, GPT-2) and image generation models such as ProGAN and StyleGAN
Jett's dad works at a coffee shop, and today Jett is going to work with him! Jett wants to do everything that he can to help his dad, but he just keeps messing up. Through Jett's silly blunders, he learns that what matters most at the coffee shop is how he makes people feel. In the end, Jett is proud that he is able to put a smile on people's faces.
"The Scientific Angler" is a vintage guide to fishing that takes a more scientific approach to the ancient sport and pastime than many other similar books. Including detailed explanations and expert tips, this profusely-illustrated volume will be of considerable utility to anglers new and old, and it would make for a fantastic addition to collections of related literature. Contents include: "The Habits and Haunts of Fish", "The Habits and Haunts of Fish (continued)", "Bottom Fishing", " Bottom Fishing (continued)", "Pike Fishing", "Spinning for Trout", "Worm Fishing for Trout", "Piscatorial Entomology", "On Fly Making", "Fly Fishing for Trout and Grayling", "Notes on the Months for Fly Fishing", "Salmon and Sea Trout Fishing", etc. Many vintage books such as this are becoming increasingly scarce and expensive. It is with that in mind that we are republishing this volume now in a modern, high-quality edition complete with a specially commissioned new introduction on the history of fishing.
Author, trainer, pastor, and radio talk show host David Foster urges readers to rip off the labels, libels, and limitations people have stuck on them and commit to a lifelong pursuit of excellence.
Explores how challenges in a Christian life can test faith, offering advice from Scripture while outlining a three-point plan on how to overcome adversity by altering attitudes and aptitudes and controlling one's actions.
Monasteries and gaols: David Foster reflects that during the course of his life the monasteries have emptied while the gaols are doing nicely. Set in Goulburn and its surrounds, where Foster resides, The Contemptuary is a lament for a dying faith, a commentary on prison life and, perhaps unexpectedly from Foster in this, his sixteenth novel, an unputdownable whodunnit.'Attempt to characterise Foster's writing and eventually one will run out of adjectives. There is simply no one remotely like him in contemporary Australian fiction. He is so far ahead of everyone else that it's not funny.' - Australian Book Review
28 fabulous country walks focussing on the New Forest and South Downs National Parks, and the Itchen and Test valleys. Graded by length and ranging from 2 to 10 miles all routes come with a clear, large-scale OS map, GPS waypoints and highlight where to park, good pubs and places of interest en route.
Looking at a wide range of cultural practices and artefacts, including television, popular music, and pornography, this text addresses representations of sexual behaviour and collective identity, homosexuality, and ideologies of gender in historical and contemporary Hispanic culture.
The use of mathematical modeling techniques in biomedical research is playing an increasingly important role in the understanding of the pathophysiology of disease processes. This book offers the mathematical and statistical information necessary to design tracer kinetic studies.
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