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Hierarchical Softmax

 08-17-2019 08-17-2019 article 8 minutes read (About 1194 words)
Orchestrated Softmax for Fast Language Model Training

 
Machine Learning, 
Natural Language Processing, 
Optimization  
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Label Smoothing

 08-11-2019 12-26-2020 blog 6 minutes read (About 956 words)
Regularization for Classification Models

 
Machine Learning, 
Optimization, 
Regularization  
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Cross Entropy, KL Divergence, and Maximum Likelihood Estimation

 08-10-2019 08-10-2019 blog 6 minutes read (About 942 words)
Some Theories for Machine Learning Optimization

 
Machine Learning, 
Information Theory, 
Cross Entropy, 
KL Divergence, 
Maximum Likelihood Estimation  
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Noise Contrastive Estimation

 07-26-2019 04-17-2024 article 33 minutes read (About 4917 words)
Accelerate the Training of Neural Language Models

 
Machine Learning, 
Natural Language Processing, 
Optimization  
  Read More

Dropout Explained

 06-04-2019 06-04-2019 blog 8 minutes read (About 1155 words)
The Math of Dropout You Know and Don't Know

 
Machine Learning, 
Deep Learning  
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Introduction to Variational Inference

 05-25-2019 05-25-2019 article an hour read (About 7331 words)
Setting Up Foundations to Bayesian Learning

 
Machine Learning, 
Statistics, 
Variational Inference  
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Introduction to Bayesian Filter

 03-21-2019 03-21-2019 article 9 minutes read (About 1330 words)
Restate Some Basic Concepts and Math in Bayesian Filter

 
Machine Learning, 
Statistics, 
Bayesian Filter  
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CycleGAN Voice Converter

 06-13-2018 06-13-2018 project 8 minutes read (About 1182 words)
CycleGAN-Based Voice Conversions

 
Machine Learning, 
Deep Learning, 
Generative Adversarial Networks, 
Computer Vision  
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CycleGAN Image Converter

 06-10-2018 06-10-2018 project 9 minutes read (About 1287 words)
CycleGAN-Based Image-to-Image Translations

 
Machine Learning, 
Deep Learning, 
Generative Adversarial Networks, 
Computer Vision  
  Read More

Stephen Marsland - Machine Learning Book 2nd Ed

 09-02-2017 09-02-2017 reading 3 minutes read (About 493 words)
A Brief Review on Stephen Masland's Machine Learning Textbook

 
Machine Learning  
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Mathematical Logics Behind The Weights Initialization

 05-18-2017 05-18-2017 blog 4 minutes read (About 606 words)
Understand Why We Initialize the Weights in This Way

 
Machine Learning, 
Math  
  Read More
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Lei Mao

Lei Mao

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Menlo Park, California

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