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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  
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Variational Autoencoder

 06-02-2024 06-02-2024 blog 26 minutes read (About 3899 words)
Optimizing Probabilistic Models with Latent Variables

 
Machine Learning, 
Statistics, 
Probability, 
Mathematics, 
Bayesian Inference, 
Variational Autoencoder, 
VAE  
  Read More

Reparameterization Trick

 05-08-2024 05-08-2024 blog 12 minutes read (About 1749 words)
How Distribution of a Random Variable Changes when the Variable is Transformed in a Deterministic Way

 
Deep Learning, 
Statistics, 
Probability, 
Mathematics, 
Jacobian, 
Variational Autoencoder  
  Read More

Transformations of Random Variables

 04-28-2024 04-28-2024 blog 6 minutes read (About 862 words)
How Distribution of a Random Variable Changes When the Variable is Transformed in a Deterministic Way

 
Statistics, 
Probability, 
Mathematics, 
Jacobian  
  Read More

Marginal Likelihood Estimation

 04-21-2024 04-21-2024 blog 7 minutes read (About 1093 words)
Dealing with the Intractable Marginal Likelihood in Bayesian Inference

 
Statistics, 
Probability, 
Mathematics, 
Bayesian Inference  
  Read More

Expectation Maximization Algorithm

 04-15-2024 04-15-2024 blog an hour read (About 6724 words)
Optimizing Probabilistic Models with Latent Variables

 
Statistics, 
Probability, 
Mathematics, 
Bayesian Inference  
  Read More

《水浒传》一百零八将名字在原著中的出现频率

 05-17-2023 05-17-2023 essay 22 minutes read (About 3359 words)
谁是《水浒传》一百零八将中真正的主角和路人?

 
Statistics, 
Novel  
  Read More

Exponential Moving Average

 01-26-2023 02-28-2023 blog 7 minutes read (About 1003 words)
Neural Network Training Trick Improves Model Generalization

 
Machine Learning, 
Deep Learning, 
Statistics, 
Mathematics  
  Read More

NBA Cost-Effectiveness Ranking

 08-04-2022 02-01-2024 project 12 minutes read (About 1746 words)
The Most and Least Cost-Effective Players in the League

 
NBA, 
Statistics  
  Read More

California Crazy Neighbors - One-Sample Student's T-Test

 06-19-2022 06-19-2022 blog 5 minutes read (About 700 words)
Using My Personal Real Data to Test if California is Good for Living

 
Statistics, 
California  
  Read More

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  
  Read More

Markov Random Field and Conditional Random Field

 06-08-2021 06-08-2021 blog 9 minutes read (About 1401 words)
Undirected Probabilistic Graphical Model Fundamentals

 
Statistics, 
Probabilistic Graphical Model  
  Read More
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Lei Mao

Lei Mao

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Santa Clara, California

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