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self.num_actions = num_actions self.num_features = num_features self.learning_rate = learning_rate self.discount_factor = discount_factor self.exploration_prob = exploration_prob # Initialize Q-table with zeros self.q_table = np.zeros((num_actions, num_features)) # Initialize state and action