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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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ONNX Runtime C++ Inference

 12-23-2020 04-02-2025 blog 7 minutes read (About 1023 words)
ONNX Runtime C++ Inference Example

 
Deep Learning, 
CPP, 
Software Engineering, 
ONNX  
  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  
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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  
  Read More

PyTorch Distributed Training

 04-26-2020 02-06-2022 blog 14 minutes read (About 2112 words)
PyTorch Distributed Training for Dummies

 
Deep Learning, 
PyTorch, 
Distributed Computing  
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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  
  Read More

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  
  Read More

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  
  Read More

TensorFlow Inference for Estimator

 08-29-2019 08-29-2019 blog 9 minutes read (About 1392 words)
Guidance for Fast TensorFlow Inference

 
Deep Learning, 
TensorFlow  
  Read More

PyTorch Model Export to ONNX Failed Due to ATen

 07-03-2019 07-03-2019 blog 10 minutes read (About 1445 words)
A Funny Story About PyTorch, ATen, and ONNX

 
Deep Learning, 
Software Engineering, 
PyTorch, 
ATen, 
ONNX  
  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  
  Read More

Transformer Explained In One Single Page

 06-01-2019 02-09-2023 blog 23 minutes read (About 3454 words)
Attention is All You Need Mathematically

 
Deep Learning, 
Natural Language Processing, 
Transformer, 
Machine Translation  
  Read More
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Lei Mao

Lei Mao

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Menlo Park, California

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