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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  
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Cross-Correlation VS Convolution

 09-27-2021 09-27-2021 blog 6 minutes read (About 903 words)
A Historical Ambiguity in Deep Learning

 
Deep Learning, 
Mathematics  
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Cosine Similarity VS Pearson Correlation Coefficient

 09-22-2021 09-22-2021 blog 4 minutes read (About 559 words)
Definitions and Caveats for Cosine Similarity and Pearson Correlation Coefficient

 
Mathematics  
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Maximum Likelihood Estimation VS Maximum A Posteriori Estimation

 07-02-2021 07-02-2021 blog 6 minutes read (About 941 words)
MLE VS MAP

 
Mathematics, 
Optimization  
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Hessian Matrix of Convex Functions

 06-24-2021 06-23-2023 blog 19 minutes read (About 2922 words)
Verification of Convex Functions using Hessian Matrix

 
Mathematics, 
Optimization  
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Taylor Theorem

 06-23-2021 06-23-2021 blog 19 minutes read (About 2824 words)
The Univariate and Multivariate Taylor Theorem

 
Mathematics  
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Higher-Order Differentials

 06-22-2021 06-22-2021 blog 15 minutes read (About 2295 words)
The Univariate and Multivariate Higher-Order Differentials

 
Mathematics  
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Factorization Theorem for Bayesian Networks

 03-22-2021 03-22-2021 blog 10 minutes read (About 1470 words)
I-Map to Factorization and Factorization to I-Map

 
Mathematics, 
Probabilistic Graphical Model, 
Bayesian Networks  
  Read More
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Lei Mao

Lei Mao

Artificial Intelligence Machine Learning Computer Science

Santa Clara, California

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