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Python Reinforcement Learning Projects
book

Python Reinforcement Learning Projects

by Sean Saito, Yang Wenzhuo, Rajalingappaa Shanmugamani
September 2018
Intermediate to advanced
296 pages
9h 10m
English
Packt Publishing
Content preview from Python Reinforcement Learning Projects

alphagozero_agent.py

Finally, we implement the agent that acts as the interface between the Go games and the algorithms. The main class we will implement is called AlphaGoZeroAgent. Again, this class combines PolicyValueNetwork with our MCTS module, as is done in AlphaGo Zero, to select moves and simulate games. Note that any missing modules (for example, go.py, which implements the game of Go itself) can be found in the main GitHub repository:

import loggingimport osimport randomimport timeimport numpy as npimport goimport utilsfrom config import GLOBAL_PARAMETER_STORE, GOPARAMETERSfrom mcts import MCTreeSearchNodefrom utils import make_sgflogger = logging.getLogger(__name__)class AlphaGoZeroAgent:    def __init__(self, network, player_v_player ...
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Publisher Resources

ISBN: 9781788991612