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Reinforcement Learning: "Are neural networks really necessary here? is a seriously under asked question. " - Some article I read online. I would not blame someone asking the same question about reinforcement learning here. With that said, the main objective of this exercise is to use RL to navigate possible board states and find a solution without any form of tree search or look ahead. Approach: Maintain a classic table of states and action. Fill in the Q value for each state-action pair as we explore the state space. Once solved the action corresponding to max value in a given state will be action to take for the solution. Optimistic Initialization: A technique to ensure exploration till we find the solution. Here the state space is initialized with a value higher than the total reward obtained in all other failure cases. Code: In there repo there is an python file corresponding to the environment, and a notebook for the agent. Environment Then environment maintains the board, which is a 7x7 matrix, and allows only valid moves on the board.
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Head coach Stan Van Gundy weighed in on the treatment the referees give to Williamson: "He certainly takes a lot of hits. We've been on the referees hard. I know I have been every game, " Van Gundy says, via ESPN. "I get the response that, 'Well, how many free throws has he shot? ' and my response is always, 'Not enough. ' The 20-year-old forward is averaging 27 points, 7. 2 rebounds, and 3. 7 assists in 61 games this season. The Pelicans are 2½ games out of the last play-in spot behind the San Antonio Spurs, with five games left in the season. 612
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