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Randomized SVD

 01-19-2026 01-19-2026 blog 12 minutes read (About 1749 words)
Efficient Approximation of Singular Value Decomposition Using Random Projections

 
Linear Algebra, 
SVD, 
Randomized SVD  
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Automatic Differentiation Revisited

 04-12-2025 04-12-2025 blog 15 minutes read (About 2198 words)
Jacobian Matrix, De Novo Chain Rule Expression, Jacobian-Vector Product, Vector-Jacobian Product

 
Deep Learning, 
Mathematics, 
Linear Algebra, 
Calculus, 
Automatic Differentiation  
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Chain Rule

 04-06-2025 04-06-2025 blog 14 minutes read (About 2153 words)
Chain Rule Using Jacobian Matrix Multiplications

 
Mathematics, 
Linear Algebra, 
Calculus, 
Jacobian, 
Chain Rule  
  Read More

Derivatives

 03-31-2025 03-31-2025 blog 17 minutes read (About 2585 words)
Derivatives, Partial Derivatives, Directional Derivatives, and Total Derivatives

 
Mathematics, 
Linear Algebra, 
Calculus, 
Jacobian  
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Determinant and Hyper Volume

 04-01-2024 04-01-2024 blog 21 minutes read (About 3100 words)
The Existence and the Uniqueness of Determinant and Its Relationship with Hyper Volume

 
Mathematics, 
Linear Algebra, 
Geometry, 
Calculus, 
Determinant  
  Read More

Matrix Block Diagonalization Theorem

 10-30-2023 10-30-2023 blog 10 minutes read (About 1450 words)
Geometry of $n \times n$ Matrices with Complex Eigenvalues

 
Mathematics, 
Linear Algebra, 
Geometry  
  Read More

Matrix Rotation-Scaling Theorem

 10-23-2023 10-23-2023 blog 10 minutes read (About 1439 words)
Geometry of $2 \times 2$ Matrices with a Non-Real Complex Eigenvalue

 
Mathematics, 
Linear Algebra, 
Geometry  
  Read More

Matrix Diagonalization Theorem

 09-01-2023 10-10-2023 blog 14 minutes read (About 2068 words)
A Matrix Similar to a Diagonal Matrix

 
Mathematics, 
Linear Algebra, 
Geometry  
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Matrix Similarity

 08-20-2023 10-10-2023 blog 13 minutes read (About 1881 words)
Understand Why Matrices are Similar

 
Mathematics, 
Linear Algebra, 
Geometry  
  Read More

Multivariate Gaussian and Covariance Matrix

 03-30-2018 03-30-2018 blog 7 minutes read (About 1057 words)
Fill Up Some Probability Holes

 
Probability, 
Linear Algebra  
  Read More
Lei Mao

Lei Mao

Artificial Intelligence Machine Learning Computer Science

Menlo Park, California

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