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Optimal Brain Surgeon

 05-14-2025 05-14-2025 blog 40 minutes read (About 6031 words)
Derivation and Extension of The Classical Optimal Brain Surgeon Algorithm

 
Deep Learning, 
Mathematics, 
Neural Networks, 
Calculus, 
Neural Network Pruning  
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Tensor Calculus Layout Conventions

 05-08-2025 05-08-2025 blog 39 minutes read (About 5799 words)
Numerator Layout VS Denominator Layout

 
Mathematics, 
Calculus  
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TensorRT Implicit Weight Quantization

 04-29-2025 04-29-2025 blog 8 minutes read (About 1265 words)
TensorRT Implicit Weight Quantization Caveats and Tricks

 
Deep Learning, 
Mathematics, 
Quantization, 
TensorRT  
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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  
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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

 
Mathematics, 
Physics, 
Photography, 
Camera  
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Depth of Field

 02-23-2025 02-23-2025 blog 13 minutes read (About 2015 words)
Mathematical Derivation of Depth of Field Equation

 
Mathematics, 
Physics, 
Photography, 
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, 
CUDA, 
CUTLASS, 
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, 
CUDA, 
CUTLASS, 
CuTe  
  Read More

CuTe Layout Algebra

 10-20-2024 10-20-2024 article 2 hours read (About 16932 words)
Mathematical Fundamentals to CUTLASS Computing

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

Lei Mao

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