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Motivations for Sampling in Statistical Inference

 01-18-2021 01-30-2021 blog 8 minutes read (About 1153 words)
Statistical Inference Requires Sampling

 
Machine Learning, 
Statistics  
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Simple Inference Server

 12-30-2020 12-30-2020 project 7 minutes read (About 979 words)
Running Machine Learning Inference as Service from Scratch

 
Machine Learning, 
Deep Learning, 
Python, 
Inference  
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Cross Entropy Loss VS Log Loss VS Sum of Log Loss

 07-18-2020 07-18-2020 blog 23 minutes read (About 3404 words)
Conventional Classification Loss Functions Elucidated

 
Machine Learning, 
Mathematics, 
Optimization  
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Population Based Training

 06-28-2020 06-28-2020 blog 14 minutes read (About 2061 words)
Model Optimization with Genetically Evolved Hyperparameters

 
Machine Learning, 
Optimization, 
Genetics Algorithm  
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Quantization for Neural Networks

 05-17-2020 02-09-2023 article an hour read (About 6957 words)
Mathematical Foundations to Neural Network Quantization

 
Machine Learning, 
Deep Learning, 
Mathematics, 
Neural Network, 
Quantization, 
Matrix Multiplication  
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Gated Linear Units (GLU) and Gated CNN

 03-09-2020 03-09-2020 blog 6 minutes read (About 827 words)
Gated Linear Units and Gated CNN Explained

 
Machine Learning, 
Deep Learning, 
Natural Language Processing  
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Evolved Transformer Explained

 03-07-2020 03-07-2020 blog 5 minutes read (About 777 words)
Evolution Search on Transformer Neural Network Architectures

 
Machine Learning, 
Deep Learning, 
Natural Language Processing, 
Transformer, 
Neural Architecture Search, 
Evolution Algorithm  
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Group Lasso

 02-13-2020 02-13-2020 blog 5 minutes read (About 744 words)
Understand the Sparsity Introduced by Group Lasso

 
Machine Learning, 
Statistics  
  Read More

Gradient Boosting Machine

 01-26-2020 01-26-2020 article 12 minutes read (About 1779 words)
Fundamental Theories of Gradient Boosting Machine

 
Machine Learning, 
Data Science  
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Save, Load and Inference From TensorFlow 2.x Frozen Graph

 01-09-2020 01-09-2020 blog 6 minutes read (About 826 words)
Continuing to Support Frozen Graph for TensorFlow 2.x

 
Machine Learning, 
Deep Learning, 
TensorFlow  
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Word2Vec Models Revisited

 08-23-2019 08-23-2019 article 24 minutes read (About 3525 words)
A Review on the Classic Word2Vec Models

 
Machine Learning, 
Natural Language Processing, 
Optimization  
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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  
  Read More
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Lei Mao

Lei Mao

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Santa Clara, California

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