{"product_id":"deep-reinforcement-learning-in-action-9781617295430","title":"Deep Reinforcement Learning in Action","description":"\u003cp\u003eHumans learn best from feedback--we are encouraged to take actions that lead to positive results while deterred by decisions with negative consequences. This reinforcement process can be applied to computer programs allowing them to solve more complex problems that classical programming cannot. \u003c\/p\u003e \u003cbr\u003e \u003cp\u003e\u003ci\u003eDeep Reinforcement Learning in Action\u003c\/i\u003e teaches you the fundamental concepts and terminology of deep reinforcement learning, along with the practical skills and techniques you'll need to implement it into your own projects.\u003c\/p\u003e \u003cp\u003e\u003c\/p\u003e \u003cp\u003e\u003cb\u003eKey features\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e- Structuring problems as Markov Decision Processes \u003c\/p\u003e \u003cp\u003e- Popular algorithms such Deep Q-Networks, Policy Gradient method and Evolutionary Algorithms and the intuitions that drive them \u003c\/p\u003e \u003cp\u003e- Applying reinforcement learning algorithms to real-world problems\u003c\/p\u003e \u003cbr\u003e \u003cp\u003e\u003cb\u003eAudience\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003eYou'll need intermediate Python skills and a basic understanding of deep learning.\u003c\/p\u003e \u003cp\u003e\u003cbr\u003e\u003cb\u003eAbout the technology\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003eDeep reinforcement learning is a form of machine learning in which AI agents learn optimal behavior from their own raw sensory input. The system perceives the environment, interprets the results of its past decisions, and uses this information to optimize its behavior for maximum long-term return. Deep reinforcement learning famously contributed to the success of AlphaGo but that's not all it can do!\u003c\/p\u003e \u003cbr\u003e \u003cp\u003e\u003cb\u003eAlexander Zai \u003c\/b\u003eis a Machine Learning Engineer at Amazon AI working on MXNet that powers a suite of AWS machine learning products. \u003cb\u003eBrandon Brown\u003c\/b\u003e is a Machine Learning and Data Analysis blogger at outlace.com committed to providing clear teaching on difficult topics for newcomers. \u003c\/p\u003e \u003cbr\u003e\u003cbr\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAbout the Author\u003c\/b\u003e\u003cbr\u003e\u003cp\u003e\u003cb\u003eAlexander Zai \u003c\/b\u003eis a Machine Learning Engineer at Amazon AI working on MXNet that powers a suite of AWS machine learning products. \u003cb\u003eBrandon Brown\u003c\/b\u003e is a Machine Learning and Data Analysis blogger at outlace.com committed to providing clear teaching on difficult topics for newcomers. \u003c\/p\u003e \u003cbr\u003e\u003cbr\u003e","brand":"Manning Publications","offers":[{"title":"Default Title","offer_id":51424391987474,"sku":"9781617295430","price":48.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0831\/4771\/8930\/files\/img_73227d6c-dbe4-4a70-b628-352fd21b53df.jpg?v=1751373663","url":"https:\/\/surprise-castle.myshopify.com\/products\/deep-reinforcement-learning-in-action-9781617295430","provider":"Surprise Castle","version":"1.0","type":"link"}