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OpenAI GPT Models

 04-15-2023 04-15-2023 article 28 minutes read (About 4161 words)
Generative Pre-Trained Transformer Models From OpenAI

 
Deep Learning, 
Natural Language Processing, 
Transformer, 
Reinforcement Learning, 
OpenAI, 
GPT, 
ChatGPT, 
InstructGPT  
  Read more

Transformer Autoregressive Inference Optimization

 04-06-2023 04-06-2023 article 27 minutes read (About 4084 words)
Principles for Faster Transformer Inference

 
Deep Learning, 
Inference, 
Natural Language Processing, 
Optimization, 
Transformer, 
Accelerated Computing  
  Read more

Hamming Code

 06-01-2022 06-01-2022 article 29 minutes read (About 4421 words)
Create Perfect Error-Correction Hamming Code From Scratch

 
Telecommunication, 
Computer Science  
  Read more

Automatic Differentiation

 02-21-2022 03-17-2022 article 35 minutes read (About 5230 words)
Mathematical Foundations to Neural Network Optimization

 
Machine Learning, 
Deep Learning, 
Mathematics, 
Mathematical Optimization  
  Read more

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

Principal Component Analysis

 05-17-2020 05-17-2020 article 25 minutes read (About 3737 words)
Fundamentals to Principal Component Analysis

 
Mathematics, 
Principal Component Analysis  
  Read more

Quantization for Neural Networks

 05-17-2020 02-09-2023 article an hour read (About 6955 words)
Mathematical Foundations to Neural Network Quantization

 
Machine Learning, 
Deep Learning, 
Mathematics  
  Read more

Gradient Boosting Machine

 01-26-2020 01-26-2020 article 12 minutes read (About 1778 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 23 minutes read (About 3524 words)
A Review on the Classic Word2Vec Models

 
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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