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Automatic Differentiation

 02-21-2022 06-28-2023 article 34 minutes read (About 5117 words)
Mathematical Foundations to Neural Network Optimization

 
Machine Learning, 
Deep Learning, 
Mathematics, 
Mathematical Optimization  
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Convolution Shape Inference

 01-17-2022 01-17-2022 blog 2 minutes read (About 291 words)
Compute Convolution Output Shape from Configurations

 
Deep Learning, 
Mathematics  
  Read More

Matrix Exponential

 01-10-2022 08-17-2022 blog 9 minutes read (About 1340 words)
From Exponential Function to Matrix Exponential

 
Mathematics  
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Exponential Function

 12-27-2021 12-27-2021 blog 6 minutes read (About 889 words)
Equivalence of the Exponential Function Definitions

 
Mathematics  
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Covariance VS Pearson Correlation Coefficient

 12-20-2021 12-20-2021 blog 5 minutes read (About 775 words)
Simple and Quick Understanding of Covariance and Pearson Correlation Coefficient

 
Statistics, 
Mathematics  
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2D Plane Transformation

 12-06-2021 03-01-2023 blog 15 minutes read (About 2311 words)
Common 2D Plane Transformation Mathematics and Properties

 
Mathematics, 
Geometry  
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3D Line Mathematics

 11-29-2021 11-29-2021 blog 6 minutes read (About 903 words)
3D Line Mathematics Using Homogeneous and Inhomogeneous Coordinates

 
Mathematics  
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Depthwise Separable Convolution

 11-08-2021 11-08-2021 blog 7 minutes read (About 1018 words)
Reducing Memory and Math Bandwidth Requirements for Convolution

 
Deep Learning, 
Mathematics  
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2D Line Mathematics Using Homogeneous Coordinates

 11-01-2021 11-01-2021 blog 6 minutes read (About 880 words)
Computing 2D Line and 2D Line Intersection Using Cross-Product

 
Mathematics  
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Multi-Thread Single-Stream VS Single-Thread Multi-Stream CUDA

 10-18-2021 05-12-2022 blog 13 minutes read (About 1946 words)
CUDA Programming Choices for CUDA Stream

 
Deep Learning, 
Mathematics, 
CUDA, 
High Performance Computing, 
Computer Architecture, 
Parallel Computing  
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Math-Bound VS Memory-Bound Operations

 10-11-2021 09-18-2023 blog 8 minutes read (About 1188 words)
Computation Bandwidth, Memory Bandwidth, and Data Reuse

 
Deep Learning, 
Mathematics, 
Computer Architecture  
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Fast Fourier Transform for Convolution

 10-04-2021 09-20-2022 blog 9 minutes read (About 1346 words)
Understand Asymptotically Faster Convolution Using Fast Fourier Transform

 
Deep Learning, 
Mathematics  
  Read More
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Lei Mao

Lei Mao

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