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Linear Algebra Basic
01 Matrix Calculus
02 Revisit to Matrix Multiplication
matmul as a Row/Column Operation
matmul as a sum of Outer Product
03 Matrix Factorization
04 Rank
05 Special Matrices
06 Eigenvalues, Eigenvectors
07 Positive Definite
08 SVD
09 PCA
10 Rayleigh Quotient
Statistics
Well-known Distributions
Information Theory
Markov Process and Expected Value
Ⅰ System Analysis
Ⅱ Simple Model ⓐ
Ⅲ Starforce Model ⓑ
in progress...
Ⅵ Reference
Python Modules
built-in
Magic Method
Namespace and Scope
Memory Model
List - Copy vs Alias
built-in Types
pandas
01 Creating, Reading, Writing
02 Indexing, Selecting
03 Editing Dataframe
04 Relabeling Naming
05 Grouping Sorting
06 Combining
07 Missing Values
Machine Learning
01 Regression
01 Linear Regression
02 Logistic Regression
04 Decision Tree
05 Ensemble
Bagging
Boosting
Stacking
Algorithms
Memo
CSS Selector
Git
venv
jongmindev on GitHub
Statistics
DESCRIPTION
Table of contents
Well-known Distributions
Information Theory