{"product_id":"practical-simulations-for-machine-learning-pusing-synthetic-data-for-ai-p","title":"Practical Simulations For Machine Learning","description":"\u003cp style=\"-webkit-tap-highlight-color: transparent; color: rgb(102, 102, 102); font-family: \" open sans margin:=\"\" padding:=\"\"\u003e\u003cspan style=\"color:#000000;\"\u003eSimulation and synthesis are core parts of the future of AI and machine learning. Consider: programmers, data scientists, and machine learning engineers can create the brain of a self-driving car without the car. Rather than use information from the real world, you can synthesize artificial data using simulations to train traditional machine learning models. That's just the beginning.\u003c\/span\u003e\u003c\/p\u003e\u003cp style=\"-webkit-tap-highlight-color: transparent; color: rgb(102, 102, 102); font-family: \" open sans margin:=\"\" padding:=\"\"\u003e\u003cspan style=\"color:#000000;\"\u003eWith this practical book, you'll explore the possibilities of simulation- and synthesis-based machine learning and AI, concentrating on deep reinforcement learning and imitation learning techniques. AI and ML are increasingly data driven, and simulations are a powerful, engaging way to unlock their full potential.\u003c\/span\u003e\u003c\/p\u003e\u003cp style=\"-webkit-tap-highlight-color: transparent; color: rgb(102, 102, 102); font-family: \" open sans margin:=\"\" padding:=\"\"\u003e\u003cstrong\u003e\u003cspan style=\"color:#000000;\"\u003eYou'll learn how to:\u003c\/span\u003e\u003c\/strong\u003e\u003c\/p\u003e\u003cul style=\"-webkit-tap-highlight-color: transparent; padding-right: 0px; padding-left: 20px; margin: 0px; list-style-position: initial; list-style-image: initial; color: rgb(102, 102, 102); font-family: \" open sans\u003e\n\u003cli style=\"-webkit-tap-highlight-color: transparent; margin: 0px; padding: 2px 0px; list-style: disc;\"\u003e\u003cspan style=\"color:#000000;\"\u003eDesign an approach for solving ML and AI problems using simulations with the Unity engine\u003c\/span\u003e\u003c\/li\u003e\n\u003cli style=\"-webkit-tap-highlight-color: transparent; margin: 0px; padding: 2px 0px; list-style: disc;\"\u003e\u003cspan style=\"color:#000000;\"\u003eUse a game engine to synthesize images for use as training data\u003c\/span\u003e\u003c\/li\u003e\n\u003cli style=\"-webkit-tap-highlight-color: transparent; margin: 0px; padding: 2px 0px; list-style: disc;\"\u003e\u003cspan style=\"color:#000000;\"\u003eCreate simulation environments designed for training deep reinforcement learning and imitation learning models\u003c\/span\u003e\u003c\/li\u003e\n\u003cli style=\"-webkit-tap-highlight-color: transparent; margin: 0px; padding: 2px 0px; list-style: disc;\"\u003e\u003cspan style=\"color:#000000;\"\u003eUse and apply efficient general-purpose algorithms for simulation-based ML, such as proximal policy optimization\u003c\/span\u003e\u003c\/li\u003e\n\u003cli style=\"-webkit-tap-highlight-color: transparent; margin: 0px; padding: 2px 0px; list-style: disc;\"\u003e\u003cspan style=\"color:#000000;\"\u003eTrain a variety of ML models using different approaches\u003c\/span\u003e\u003c\/li\u003e\n\u003cli style=\"-webkit-tap-highlight-color: transparent; margin: 0px; padding: 2px 0px; list-style: disc;\"\u003e\u003cspan style=\"color:#000000;\"\u003eEnable ML tools to work with industry-standard game development tools, using PyTorch, and the Unity ML-Agents and Perception Toolkits\u003c\/span\u003e\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"Shroff\/O'Reilly","offers":[{"title":"Default Title","offer_id":50506254811206,"sku":"9789355422705","price":1305.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0754\/2797\/1142\/files\/9789355422705_rq4m-ha.jpg?v=1790324327","url":"https:\/\/cb-india.com\/products\/practical-simulations-for-machine-learning-pusing-synthetic-data-for-ai-p","provider":"Computer Bookshop (India) Pvt Ltd","version":"1.0","type":"link"}