gisyaliny / Mathematic-Hub

This is my personal notes for some mathematical theorems and definitions.

Mathematic-Hub

These are my personal notes for some mathematical theorems and definitions. A lot of materials come from online resources. It's only for academic purposes. Mathematics is the foundation of modern science and appeared earlier than linguistic systems. It will lead us to explore the mysteries of the universe.

Bayesian-Statistics

• Bayes-Theorem

Elementry-Statistics

• Maxium-Likelihood

• Ordinary-Least-Squares

Inferential-Statistics

• Central-Limit-Theorem

• Covariance-Correlation

• Hypothesis-Testing

• Pearson-Correlation-And-Spearman-Correlation

• Population-And-Estimated-Parameters

• Power-Analysis

• T-Test

Linear-Algebra

• Dot-Product

• EigenValue-EigenVectors

• Norms

Machine-Learning

• Apriori-Algorithm

• Bias-Variance-Tradeoff

Deep-Learning

• Activation-Functions

• Cross-Entropy-and-SoftMax

• Gradient-and-BackPropagation

• Multilayer-Perceptron

Feature-Engineering

• Sampling

Supervised-Classification

• Logistic-Regression

• Model-Evaluation

• Random-Forest

• Support-Vector-Machines

Unsupervised-Classification

• Affinity-Propagation

• Agglomerative-Clustring

• DB-Scan

• K-means

• Self-Organizing-Map

• Silhouette-Coefficient

Market

• Hedge

• Margin-Call

• Options

• Profit-Margin

• Relative-Strength-Index

• Squeeze

• Stagflation

Spatial-Statistics

• Map-Matching

• MarkovChain

• Morans‘I

• Point-Patterns