{"product_id":"gans-in-action-jakub-langr-9781617295560","title":"Gans in Action","description":"\u003cp\u003eDeep learning systems have gotten really great at identifying patterns in text, images, and video. But applications that create realistic images, natural sentences and paragraphs, or native-quality translations have proven elusive. Generative Adversarial Networks, or GANs, offer a promising solution to these challenges by pairing two competing neural networks--one that generates content and the other that rejects samples that are of poor quality. \u003c\/p\u003e \u003cp\u003e \u003c\/p\u003e \u003cp\u003e\u003ci\u003eGANs in Action: Deep learning with Generative Adversarial Networks\u003c\/i\u003e teaches you how to build and train your own generative adversarial networks. First, you'll get an introduction to generative modelling and how GANs work, along with an overview of their potential uses. Then, you'll start building your own simple adversarial system, as you explore the foundation of GAN architecture: the generator and discriminator networks.\u003c\/p\u003e \u003cp\u003e\u003cb\u003e \u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e\u003cb\u003eKey Features\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e- Understanding GANs and their potential\u003c\/p\u003e \u003cp\u003e- Hands-on code tutorials to build GAN models\u003c\/p\u003e \u003cp\u003e- Advanced GAN architectures and techniques like Cycle-Consistent Adversarial Networks\u003c\/p\u003e \u003cp\u003e- Handling the progressive growing of GANs\u003c\/p\u003e \u003cp\u003e- Practical applications of GANs\u003c\/p\u003e \u003cp\u003e \u003c\/p\u003e \u003cp\u003eWritten for data scientists and data analysts with intermediate Python knowledge. Knowing the basics of deep learning will also be helpful.\u003c\/p\u003e \u003cp\u003e \u003c\/p\u003e \u003cp\u003e\u003cb\u003eAbout the technology \u003c\/b\u003e\u003c\/p\u003e \u003cp\u003eGANs have already achieved remarkable results that have been thought impossible for artificial systems, such as the ability to generate realistic faces, turn a scribble into a photograph-like image, are turn video footage of a horse into a running zebra. Most importantly, GANs learn quickly without the need for vast troves of painstakingly labeled training data.\u003c\/p\u003e \u003cp\u003e\u003cb\u003e \u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e\u003cb\u003eJakub Langr \u003c\/b\u003egraduated from Oxford University where he also taught at OU Computing Services. He has worked in data science since 2013, most recently as a data science Tech Lead at Filtered.com and as a data science consultant at Mudano. Jakub also designed and teaches Data Science courses at the University of Birmingham and is a fellow of the Royal Statistical Society.\u003c\/p\u003e \u003cp\u003e\u003cb\u003e \u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e\u003cb\u003eVladimir Bok \u003c\/b\u003eis a Senior Product Manager at Intent Media, a data science company for leading travel sites, where he helps oversee the company's Machine Learning research and infrastructure teams. Prior to that, he was a Program Manager at Microsoft. Vladimir graduated Cum Laude with a degree in Computer Science from Harvard University. He has worked as a software engineer at early stage FinTech companies, including one founded by PayPal co-founder Max Levchin, and as a Data Scientist at a Y Combinator startup.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Jakub Langr, Vladimir Bok\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1617295566\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781617295560\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Manning Publications\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 11\/04\/2019\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 276\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.90lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.20h x 7.40w x 0.40d","brand":"Jakub Langr","offers":[{"title":"Paperback","offer_id":44042405118207,"sku":"9781617295560","price":49.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_252b8ed3-b58d-4dee-a424-4c91da654517.jpg?v=1684961322","url":"https:\/\/www.whiterainbookhouse.com\/products\/gans-in-action-jakub-langr-9781617295560","provider":"WR Book House","version":"1.0","type":"link"}