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Game AI - Coggle Diagram
Game AI
Content Generator
3D Model
PolyGen
transformer
shapenetcore
Convert to sequence data of Vertices and Faces
3D-R2N2
Pixel2Mesh
Topology Modification Networks
2D
StyleGAN
StyleGAN2
GauGAN
Video
GAN
Generator
Discriminator
Nvidia AI PlayGround
gameGAN
Pathfinding
Dijkstra
A star
optimality
completeness
Recast Detour
Recast (build navmesh)
Detour (Navigation)
Graph
STRIPS
Initial State
Goal State
N: conditions must be TRUE
M: conditions must be FALSE
Propositional variables
Operators
alpha (conditions must TRUE)
beta (conditions must be FALSE)
gama (set TRUE after action
delta (set FALSE after action)
Common Idea
Decision Process
Cognition
thinking
decision
action
threat
5H
Hyper Dimenstion
Hierarchical Network
Heuristic Method
Hybrid Algorithm
Heredity
Data Structure
Array
Index
Tree
Root
Branch
Child
Sibling
Graph
Neighbors
Node
Network
Matrix
Heap
reflect
Hanoi
CUDA
CUDA on WSL
Simple Introduction
GPU IPC
Libs
cuBLAS
cuSPARSE
cuTENSOR
cuSOLVER
cuTLASS
cuFFT
CUDA Math API
nvJPEG
parallel STL
Thrust
Developer tools
NVIDIA Nsight Integration for Visual Studio
Deep AI
Reinforcement Learning
Framework :house:
RLlib
policy
Trajectory View API
view requirements dict
space
shift[int]
data_col
BaseEnv
VectorEnv
OpenAI Gym
MultiAgentEnv
PettingZoo
ExternalEnv
REST API for Policy Serving
Batched Simulators
Models
built-in auto-LSTM wrappers
built-in auto-Attention wrappers
Preprocessors
Action Distributions
stable-baselines3
Tensorforce
RL_Coach
Algorithm :bulb:
PPO
IMPALA
A3C
Model :deciduous_tree:
LSTM
Transformer
Imitation Learning
GAIL
Supervised Learning
Neuron
Perceptron
Planning
Behavior Tree
GOAP
HTN
Task
combound tasks
goal tasks
primitive tasks
Utility-based method
Automaton
Combinational logic
Boolean algebra
Finite-state machine
Pushdown automaton
Turing Machine
NLP
Tools
GENSIM
spaCy
NLTK
Word Embedding
word2vec
Skip-Gram Model
GloVe
Bag of Words (BoW)
TF-IDF
One Hot encoding
https://course.spacy.io/en/
Tools
Google
Trax
sonnet
Engine Embedded
UE4
Perception System🔧
EQS
Generator
Context
Test
Blackboard
Behavior Tree
Composite Node
Sequence
Selector
Simple Parallel
Task Node
Decorator
Service
Learning resources
machinelearningmastery.com