If you use Monte Carlo Tree Search (MCTS) to implement an AI agent to play a two-player, zero-sum game, you will need a playout (rollout) policy. The playout policy determines how the simulation proceeds from a newly expanded node until a terminal state is reached. It is very important that this policy is not random, since it does not model a realistic opponent and makes MCTS struggle to identify critical game-ending scenarios. For chess, one example of a non-random playout policy consists of picking moves according to the following criteria: (1) move to capture a piece, (2) move to avoid immediate capture , or (3) move randomly . Connect Four is a two-player, zero-sum game in which players take turns dropping colored pieces (each player plays with one color) into a six-row, seven-column vertically suspended grid. The pieces fall straight down, occupying the lowest available space within the chosen column. The objective of the game is to be the first to form a horizontal, vertical, or diagonal line with four pieces of the same color. The image below illustrates a game won by the player with the red pieces. Please outline a playout policy for the Connect Four game.
Frederick Douglass was an abolitionist.
Frederick Douglass was an abolitionist.
Danny (age 5) learns that adding “ed” makes a word past tens…
Danny (age 5) learns that adding “ed” makes a word past tense. He starts adding “ed” to all words, even exceptions (like “goed” instead of “went”). What is this called?
Parents watch their 5-year-old explore a play space — checki…
Parents watch their 5-year-old explore a play space — checking out the slide, a playhouse, then choosing the climbing wall. By letting the child explore and supporting the choice, these parents help with which Erikson stage?
Janet has a 6-year-old son and wants to lower his risk of ob…
Janet has a 6-year-old son and wants to lower his risk of obesity. Which of the following strategies would help? (Select all that apply)
Angela is 7 years old, and her sister Maurya is 2. How are A…
Angela is 7 years old, and her sister Maurya is 2. How are Angela’s visual pathways likely different from Maurya’s?
In Piaget’s theory, egocentrism means a child cannot underst…
In Piaget’s theory, egocentrism means a child cannot understand that other people may see things differently than they do.
Elliot, age 4, says the clouds move because “someone is push…
Elliot, age 4, says the clouds move because “someone is pushing them.” Which Piaget concept does this show?
Match each stress-related scenario to the correct type of st…
Match each stress-related scenario to the correct type of stress or adversity concept.
What is the theory of mind?
What is the theory of mind?