{"product_id":"practical-simulations-for-machine-learning-using-synthetic-data-for-ai-9781492089926","title":"Practical Simulations for Machine Learning: Using Synthetic Data for AI","description":"\u003cp\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 create artificial data using simulations to train traditional machine learning models. That's just the beginning. \u003c\/p\u003e\u003cp\u003e With 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\/p\u003e\u003cp\u003e With this practical book, you'll learn how to: \u003c\/p\u003e\u003cul\u003e \u003cli\u003eDesign an approach for solving ML and AI problems using simulations \u003c\/li\u003e\n\u003cli\u003eUse a game engine to synthesize images for use as training data \u003c\/li\u003e\n\u003cli\u003eCreate simulation environments designed for training deep reinforcement learning and imitation learning \u003c\/li\u003e\n\u003cli\u003eUse and apply efficient general-purpose algorithms for simulation-based ML, such as proximal policy optimization (PPO) \u003c\/li\u003e\n\u003cli\u003eTrain ML models locally, concurrently, and in the cloud \u003c\/li\u003e\n\u003cli\u003eEnable ML tools to work with industry-standard game development tools, using PyTorch, TensorFlow, and the Unity ML-Agents and Web Perception Toolkits \u003c\/li\u003e\n\u003c\/ul\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e O'Reilly Media\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 07\/12\/2022\u003cbr\u003e\u003cb\u003eISBN:\u003c\/b\u003e 9781492089926\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 350","brand":"Paris Buttfield-Addison, Jon Manning, Mars Buttfield-Addison","offers":[{"title":"Default Title","offer_id":42148884578485,"sku":"9781492089926","price":56.09,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0473\/0804\/6492\/products\/img_3ccf5880-2847-4d1b-a269-106859482328.jpg?v=1653486096","url":"https:\/\/pastforward.org\/products\/practical-simulations-for-machine-learning-using-synthetic-data-for-ai-9781492089926","provider":"Past Forward","version":"1.0","type":"link"}