Lei Mao's Log Book
Lei Mao's Log BookCurriculumBlogArticlesProjectsPublicationsReadingsLifeEssayArchivesCategoriesTagsFAQs
  • Tags
  • Optimization

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

Solving 0-1 Knapsack Problems

 02-13-2023 02-13-2023 blog 11 minutes read (About 1582 words)
Recursion, Dynamic Programming, and Linear Programming

 
Python, 
Optimization, 
Linear Programming, 
Recursion, 
Dynamic Programming  
  Read More

Maximum Likelihood Estimation VS Maximum A Posteriori Estimation

 07-02-2021 07-02-2021 blog 6 minutes read (About 941 words)
MLE VS MAP

 
Mathematics, 
Optimization  
  Read More

Hessian Matrix of Convex Functions

 06-24-2021 06-23-2023 blog 19 minutes read (About 2922 words)
Verification of Convex Functions using Hessian Matrix

 
Mathematics, 
Optimization  
  Read More

Minimax Game for Training Generative Adversarial Networks

 10-07-2020 05-07-2023 blog 10 minutes read (About 1426 words)
Some Intuitions to Training Generative Adversarial Networks

 
Deep Learning, 
Generative Adversarial Networks, 
Optimization, 
GAN, 
Neural Networks  
  Read More

Newton-Raphson Method

 09-27-2020 09-27-2020 blog 5 minutes read (About 771 words)
Approximate Algorithm for Finding Roots to Real-Valued Function

 
Optimization  
  Read More

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  
  Read More

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  
  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

Label Smoothing

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

 
Machine Learning, 
Optimization, 
Regularization  
  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
Lei Mao

Lei Mao

Artificial Intelligence Machine Learning Computer Science

Santa Clara, California

Posts

1056

Categories

7

Tags

687

  Follow   Sponsor

Advertisement


Categories

  • article20
  • blog508
  • essay269
  • life229
  • miscellaneous2
  • project20
  • reading8

follow.it

Recents

05-08-2025

Tensor Calculus Layout Conventions

blog

05-07-2025

幸运钥匙

essay

05-04-2025

人在湾区五月份长冻疮

essay

05-03-2025

ICML 2025 Area Chair Experience

blog

05-03-2025

Sunol Wilderness Regional Preserve 徒步

life

Archives

  • May 20255
  • April 202521
  • March 202525
  • February 202521
  • January 202523
  • See All >>

Tags

Outdoors232
Hiking177
California164
CPP108
Mathematics89
Deep Learning78
CUDA50
Running46
Software Engineering35
Machine Learning34
Python32
Statistics31
Park30
Linux29
Racing29
Docker26
Movie25
China23
Physics23
Museum22
See All >>
Lei Mao's Log Book

© 2017-2025 Lei Mao  Powered by Hexo & Icarus
Site UV:  Site PV:

×