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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  
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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  
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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

Ichiban Kuji Probability Calculator

 09-04-2022 09-04-2022 project 11 minutes read (About 1645 words)
Ichiban Kuji Game Assistant

 
Ichiban Kuji, 
Probability, 
Mathematics, 
Japan  
  Read More

一番赏概率计算器

 08-11-2022 08-11-2022 essay 13 minutes read (About 1888 words)
一番赏大战博弈助手

 
Ichiban Kuji, 
Probability, 
Mathematics, 
Japan  
  Read More

The Probability Behind Safety

 08-01-2022 08-01-2022 blog 12 minutes read (About 1788 words)
Mathematical Motivations for Safety Requirement Inheritance and Decomposition

 
Probability, 
Mathematics, 
Safety  
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Intercausal Reasoning

 02-25-2021 02-25-2021 blog 4 minutes read (About 601 words)
Explaining Away and Explaining "Close"

 
Probability, 
Probabilistic Graphical Model  
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Introduction to Dirichlet Distribution

 09-10-2019 09-10-2019 blog 21 minutes read (About 3185 words)
Mathematical Foundations to Dirichlet Distribution

 
Statistics, 
Probability  
  Read More

Introduction to Exponential Family

 06-14-2019 06-14-2019 blog 18 minutes read (About 2639 words)
Setting Up Foundations to Variational Inference

 
Statistics, 
Probability  
  Read More
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Lei Mao

Lei Mao

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Santa Clara, California

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