A DiscreteDistribution models belief distributions and weight distributions over a finite set of discrete keys.

A 2-dimensional array of objects backed by a list of lists. Data is accessed via grid[x][y] where (x,y) are positions on a Pacman map with x

A 2-dimensional array of objects backed by a list of lists. Data is accessed via grid[x][y] where (x,y) are positions on a Pacman map with x

A 2-dimensional array of objects backed by a list of lists. Data is accessed via grid[x][y] where (x,y) are positions on a Pacman map with x

A 2-dimensional array of objects backed by a list of lists. Data is accessed via grid[x][y] where (x,y) are positions on a Pacman map with x

Gridworld

A counter keeps track of counts for a set of keys. The counter class is an extension of the standard python dictionary type. It is spec

A counter keeps track of counts for a set of keys. The counter class is an extension of the standard python dictionary type. It is spec

A counter keeps track of counts for a set of keys. The counter class is an extension of the standard python dictionary type. It is spec

A counter keeps track of counts for a set of keys. The counter class is an extension of the standard python dictionary type. It is spec

A Configuration holds the (x,y) coordinate of a character, along with its traveling direction. The convention for positions, like a grap

The Eight Puzzle is described in the course textbook on page 64. This class defines the mechanics of the puzzle itself. The task of

A GameState specifies the full game state, including the food, capsules, agent configurations and score changes. GameStates are used by

A GameState specifies the full game state, including the food, capsules, agent configurations and score changes. GameStates are used by

A GameState specifies the full game state, including the food, capsules, agent configurations and score changes. GameStates are used by

A GameState specifies the full game state, including the food, capsules, agent configurations and score changes. GameStates are used by

A GameState specifies the full game state, including the food, capsules, agent configurations and score changes. GameStates are used by

A 2-dimensional array of immutables backed by a list of lists. Data is accessed via grid[x][y] where (x,y) are cartesian coordinates with x

A search problem defines the state space, start state, goal test, successor function and cost function. This search problem can be used to f

AgentStates hold the state of an agent (configuration, speed, scared, etc).

AgentStates hold the state of an agent (configuration, speed, scared, etc).

AgentStates hold the state of an agent (configuration, speed, scared, etc).

AgentStates hold the state of an agent (configuration, speed, scared, etc).

These game rules manage the control flow of a game, deciding when and how the game starts and ends.

These game rules manage the control flow of a game, deciding when and how the game starts and ends.

These game rules manage the control flow of a game, deciding when and how the game starts and ends.

These game rules manage the control flow of a game, deciding when and how the game starts and ends.

A Configuration holds the (x,y) coordinate of a character, along with its traveling direction. The convention for positions, like a grap

A Configuration holds the (x,y) coordinate of a character, along with its traveling direction. The convention for positions, like a grap

A Configuration holds the (x,y) coordinate of a character, along with its traveling direction. The convention for positions, like a grap

A ghost that prefers to rush Pacman, or flee when scared.

The Game manages the control flow, soliciting actions from agents.

A Layout manages the static information about the game board.

A Layout manages the static information about the game board.

A Layout manages the static information about the game board.

A Layout manages the static information about the game board.

Exception to raise on a timeout

Exception to raise on a timeout

Exception to raise on a timeout

Exception to raise on a timeout

A search problem for finding a path to any food. This search problem is just like the PositionSearchProblem, but has a different goal te

These game rules manage the control flow of a game, deciding when and how the game starts and ends.

A Constant node is used to represent: * Input features * Output labels * Gradients computed by back-propagation You should not n

Dict with default 0

Dict with default 0

Dict with default 0

Dict with default 0

Tracks ghosts and compares to reference inference modules, while moving randomly

Tracks ghosts and compares to reference inference modules, while moving randomly

Implementation of a SearchProblem for the Eight Puzzle domain Each state is represented by an instance of an eightPuzzle.

The Game manages the control flow, soliciting actions from agents.

The Game manages the control flow, soliciting actions from agents.

The Game manages the control flow, soliciting actions from agents.

Tracks ghosts and compares to reference inference modules, while moving randomly

Tracks ghosts and compares to reference inference modules, while moving randomly

JointParticleFilter tracks a joint distribution over tuples of all ghost positions.

Tracks ghosts and compares to reference inference modules, while moving randomly

Tracks ghosts and compares to reference inference modules, while moving randomly

A SearchAgent for FoodSearchProblem using A* and your foodHeuristic

A SearchAgent for FoodSearchProblem using A* and your foodHeuristic

A collection of static methods for manipulating move actions.

A collection of static methods for manipulating move actions.

A collection of static methods for manipulating move actions.

A collection of static methods for manipulating move actions.

Adds matrices element-wise. Usage: nn.Add(x, y) Inputs: x: a Node with shape (batch_size x num_features) y: a Node with