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Creating and Modifying ONNX Model Using ONNX Python API

 09-15-2021 09-15-2021 blog 12 minutes read (About 1866 words)
Getting Familiar with ONNX Data Structure and Python API Usages

 
Deep Learning, 
ONNX  
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Convolution and Transposed Convolution as Matrix Multiplication

 09-08-2021 09-08-2021 blog 10 minutes read (About 1514 words)
Understand Convolution and Transposed Convolution from a Different View

 
Deep Learning  
  Read More

ResNet CIFAR Classification Using LibTorch C++ API

 07-01-2021 07-01-2021 blog 6 minutes read (About 837 words)
User Experience on LibTorch C++ API

 
Machine Learning, 
Deep Learning, 
CPP, 
PyTorch, 
LibTorch  
  Read More

Neural Network 1 x 1 Convolution Horizontal Fusion

 05-20-2021 05-20-2021 blog 6 minutes read (About 945 words)
Mathematical Foundations for $1 \times 1$ Convolution Horizontal Fusion

 
Deep Learning  
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Neural Network Batch Normalization Fusion

 05-10-2021 08-14-2022 blog 14 minutes read (About 2050 words)
Mathematical Foundations for Batch Normalization Fusion

 
Deep Learning  
  Read More

Non-Autoregressive Model and Non-Autoregressive Decoding for Sequence to Sequence Tasks

 04-27-2021 04-27-2021 blog 19 minutes read (About 2780 words)
Enable Parallelized Non-Autoregressive Decoding Process for Sequence to Sequence Tasks

 
Machine Learning, 
Deep Learning  
  Read More

Autoregressive Model and Autoregressive Decoding for Sequence to Sequence Tasks

 04-26-2021 04-26-2021 blog 17 minutes read (About 2523 words)
Understand Autoregressive Models for Sequence to Sequence Tasks

 
Machine Learning, 
Deep Learning  
  Read More

Mean Average Precision mAP for Object Detection

 04-12-2021 04-12-2021 blog 9 minutes read (About 1344 words)
Common Detection Evaluation Metric

 
Deep Learning, 
Computer Vision, 
Object Detection  
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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

PyTorch Pruning

 02-18-2021 02-18-2024 blog 12 minutes read (About 1834 words)
PyTorch Pruning for Creating Sparse Neural Networks

 
Deep Learning, 
Neural Network, 
PyTorch, 
Pruning  
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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  
  Read More

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
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Lei Mao

Lei Mao

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Santa Clara, California

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