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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  
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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  
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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  
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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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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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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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