Reinforcement Learning with TensorFlow
Cód:
491_9781788835725
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Leverage the power of reinforcement learning techniques to develop self-learning systems using TensorFlowKey Features:Explore reinforcement learning concepts and their implementation using TensorFlowDiscover different problem-solving methods for reinforcement learningApply reinforcement learning to autonomous driving cars, robobrokers, and moreBook Description:Reinforcement learning (RL) allows you to develop smart, quick and self-learning systems in your business surroundings. Its an effective method for training learning agents and solving a variety of problems in Artificial Intelligence - from games, self-driving cars and robots, to enterprise applications such as data center energy saving (cooling data centers) and smart warehousing solutions.The book covers major advancements and successes achieved in deep reinforcement learning by synergizing deep neural network architectures with reinforcement learning. Youll also be introduced to the concept of reinforcement learning, its advantages and the reasons why its gaining so much popularity. Youll explore MDPs, Monte Carlo tree searches, dynamic programming such as policy and value iteration, and temporal difference learning such as Q-learning and SARSA. You will use TensorFlow and OpenAI Gym to build simple neural network models that learn from their own actions. You will also see how reinforcement learning algorithms play a role in games, image processing and NLP.By the end of this book, you will have gained a firm understanding of what reinforcement learning is and understand how to put your knowledge to practical use by leveraging the power of TensorFlow and OpenAI Gym.What You Will Learn:Implement state-of-the-art reinforcement learning algorithms from the basicsDiscover various reinforcement learning techniques such as MDP, Q Learning, and moreExplore the applications of reinforcement learning in advertisement, image processing, and NLPTeach a reinforcement learning model to play a game using TensorFlow an
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