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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, 
Quantization, 
Neural Network, 
Matrix Multiplication  
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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  
  Read More

RSA Algorithm

 11-10-2019 11-10-2019 article 17 minutes read (About 2552 words)
A Self-Contained Tutorial on RSA Algorithm Theories for Number Theory Noobs

 
Cryptography, 
RSA  
  Read More

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  
  Read More

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

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

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  
  Read More

Siamese Network on MNIST Dataset

 10-30-2017 12-11-2017 article 9 minutes read (About 1334 words)
An Introduction to Siamese Network and Its Implementation on MNIST Dataset

 
Deep Learning, 
Siamese Network  
  Read More
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Lei Mao

Lei Mao

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Menlo Park, California

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