Index
A, B
AlphaGo
definition
MCS
Ant-based routing
Artificial intelligence (AI)
cognitive modeling
game
SeeGame AI
killswitch
OpenAI
SeeOpenAI
C
ChainerRL
agents
execution
GitHub
GPU
installation
jupyter notebook
OpenAI Gym
Python
QFunction
reset and step
Crowd simulations
D, E
Deep Q Learning
Keras-rl
execution
installation
TensorFlow
Deterministic Finite Automata (DFA)
Docker
installation
testing
update
Dynamic programming
F
Fields of Reinforcement Learning (RL)
delivery management
finance sector
inventory management
manufacturing
G
Game AI
package installation
TFLearn
virtualenv
Google DeepMind
AlphaGo157–160
research and develop programs
H, I, J
Human swarming
K, L
Keras
definition
installation
package installation
pip3
TensorFlow backend
M
Markov Chain
MDPs
path probability
Rin detergent state
transition probability
Markov Decision Process (MDP)
applications
conditional probabilities
implementation
model-based
model-free
property
MDP toolbox
Anaconda environment
features
GitHub
installation
policy
Python mode
Monte Carlo Search (MCS)
N
Nondeterministic Finite Automaton (NDFA)
O
OpenAI
array
classic arcade
env.render()
jupyter notebook
OpenAI Gym and OpenAI Universe
OpenAI Universe
render function
OpenAI Gym and OpenAI
array
gym directory
installation
jupyter notebook
process
Python
universe directory
OpenAI Universe
agent
DuskDrive
jupyter notebook
keyEvent and Arrowup
P
Python
GitHub repo
hyperparameters
Q table
Q
Q Learning
execution
maze
parameters
policy equation
process
Python
RL_brain
SARSA
R
Rastrigin function
depiction
PNG
Python
Reinforcement Learning (RL)
agents and environments
Anaconda
downloading
environment
installing/updating
key packages
characteristics
deterministic
discrete/continuous
gamma
lambda
mazes
observable
rewards and punishments
rule-based engine
science of decision-making
single agent and multiagent
terminal
S, T, U, V, W, X, Y, Z
State Action Reward next State and next Action (SARSA)
Q value
temporal difference learning
Swarm intelligence
ant-based routing
crowd simulations
human swarming
interactions
Python
rastrigin function
swarm grammars
swarmic art
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