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ICML 2025 Area Chair Experience

 05-03-2025 05-03-2025 blog 8 minutes read (About 1181 words)
First Time Serving as ICML Area Chair

 
Machine Learning, 
Deep Learning, 
Conference, 
ICML  
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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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Neural Network Mixed Precision Training

 01-31-2023 04-26-2024 blog 15 minutes read (About 2215 words)
Accelerated Low Bit-Width Neural Network Training

 
Machine Learning, 
Deep Learning, 
Mathematics  
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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

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  
  Read More

ONNX IO Stream

 01-03-2022 05-01-2025 blog 3 minutes read (About 477 words)
Hard Drive Free ONNX IO

 
Machine Learning, 
Deep Learning, 
ONNX  
  Read More

ResNet CIFAR Classification Using LibTorch C++ API

 07-01-2021 07-01-2021 blog 6 minutes read (About 837 words)
User Experience on LibTorch C++ API

 
Machine Learning, 
CPP, 
Deep Learning, 
PyTorch, 
LibTorch  
  Read More

Non-Autoregressive Model and Non-Autoregressive Decoding for Sequence to Sequence Tasks

 04-27-2021 04-27-2021 blog 19 minutes read (About 2780 words)
Enable Parallelized Non-Autoregressive Decoding Process for Sequence to Sequence Tasks

 
Machine Learning, 
Deep Learning  
  Read More

Autoregressive Model and Autoregressive Decoding for Sequence to Sequence Tasks

 04-26-2021 04-26-2021 blog 17 minutes read (About 2523 words)
Understand Autoregressive Models for Sequence to Sequence Tasks

 
Machine Learning, 
Deep Learning  
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Pruning for Neural Networks

 03-01-2021 03-01-2021 article 14 minutes read (About 2172 words)
Mathematical Foundations to Neural Network Pruning

 
Machine Learning, 
Deep Learning, 
Mathematics  
  Read More

Bootstrap Methods

 01-31-2021 01-31-2021 blog 8 minutes read (About 1183 words)
Using Bootstrap Distribution to Approximate Sampling Distribution

 
Machine Learning, 
Statistics  
  Read More

Gibbs Sampling

 01-25-2021 01-25-2021 blog 21 minutes read (About 3169 words)
Sampling Method for Multivariate Joint Distributions

 
Machine Learning, 
Statistics  
  Read More
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Lei Mao

Lei Mao

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