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AI Mathematics - Coggle Diagram
AI Mathematics
Graph Theory
Shortest Path
Connected Graph
Trees
Euler Graph
Halminton Graph
Directed Graph
Statistics & Probabilities
Miscellaneous
Hidden Markov
Model (HMM)
Markov Assumption
Emission Probability
Transition Probability
Information Theory
Multual Information
Cross Entropy
KL Divergence
Shannon Entropy
Descriptive Statistics
Central Tendency
Analysis
Mean
Mode
Median
Dispersion Analysis
Range
Standard Deviation
Confidence Interval
Variance
Inferential Statistics
Sampling
Candidate Sampling
Negative Sampling
Monte Carlo Method
Nonparametric Analysis
Parametric Analysis
Popular Distributions
Bernoulli
Binominal
Poisson
Exponential
Gamma
Gaussian
Bayes Theorem
Conditional Probability
Bayes Rule
Bayes Networks
MAP
MLE
Algebra
Vector
Cross Product
Dot Product
Matrices
Orthogonal
Singular
Inverse Matrix
Matrix Calculations
Determinant
Rank
Eigen Decomposition
Eigen Values
Eigen Vectors
PCA
LDA
Distance
Manhattan
Euclidean
Correlation
Mahalanobis
Calculus
Derivative
Gradient
Local/Global Maxima and Minima
Convex Function
Batch
Mini Batch
Stochastic
Integration
Optimization
Stochastic
Deterministic
Gradient Descent