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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  
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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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Field of View

 03-03-2025 03-03-2025 blog 4 minutes read (About 627 words)
Mathematical Derivation of Field of View Equation

 
Photography, 
Mathematics, 
Physics, 
Camera  
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Depth of Field

 02-23-2025 02-23-2025 blog 13 minutes read (About 2016 words)
Mathematical Derivation of Depth of Field Equation

 
Photography, 
Mathematics, 
Physics, 
Camera  
  Read More

AWQ: Activation-Aware Weight Quantization

 01-01-2025 01-01-2025 blog 18 minutes read (About 2738 words)
Same Performance as Group-Wise Weight-Only Quantization But with Better Accuracy

 
Deep Learning, 
Mathematics, 
Quantization, 
Accelerated Computing, 
CUDA  
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CuTe Swizzle

 12-01-2024 03-04-2025 blog 19 minutes read (About 2808 words)
CuTe Shared Memory Swizzling Abstractions

 
Mathematics, 
Accelerated Computing, 
CUTLASS, 
CUDA, 
CuTe  
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CuTe Matrix Transpose

 11-20-2024 12-26-2024 article an hour read (About 10825 words)
Matrix Transpose CUDA Kernel Implementation Using CuTe

 
Mathematics, 
Accelerated Computing, 
CUTLASS, 
CUDA, 
CuTe  
  Read More

CuTe Layout Algebra

 10-20-2024 07-14-2025 article 2 hours read (About 19874 words)
Mathematical Fundamentals to CUTLASS Computing

 
Mathematics, 
Accelerated Computing, 
CUTLASS, 
CUDA, 
CuTe, 
Category Theory  
  Read More

Sobel Operator

 10-14-2024 10-14-2024 blog 8 minutes read (About 1153 words)
Approximating the Derivatives of the Image Intensity Function

 
Computer Vision, 
Python, 
Mathematics, 
Computer Science  
  Read More

Volume Rendering

 07-20-2024 07-20-2024 blog 11 minutes read (About 1587 words)
Mathematical Model for Volume Rendering

 
Computer Vision, 
Mathematics, 
Computer Graphics, 
Volume Rendering, 
Ray Casting  
  Read More

Parameter Importance Approximation Via Taylor Expansion In Neural Network Pruning

 06-20-2024 07-07-2024 blog 12 minutes read (About 1778 words)
Scoring Neural Network Parameter Importance Faster

 
Deep Learning, 
Mathematics, 
Neural Network Pruning, 
Taylor Expansion  
  Read More

PyTorch Variational Autoencoder

 06-14-2024 06-14-2024 blog 19 minutes read (About 2921 words)
Implementing Variational Autoencoder in PyTorch

 
Deep Learning, 
Statistics, 
Probability, 
Mathematics, 
Neural Network, 
Bayesian Inference, 
PyTorch, 
Variational Autoencoder, 
VAE  
  Read More
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Lei Mao

Lei Mao

Artificial Intelligence Machine Learning Computer Science

Santa Clara, California

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