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Grouped Query Attention Performance Theoretical Analysis

 02-03-2025 03-02-2025 blog 11 minutes read (About 1612 words)
Sharing Key and Value Tensors for a Group of Query Tensors to Mitigate Transformer Attention Layer Performance Bottleneck

 
Deep Learning, 
Neural Network, 
Transformer, 
Computer Architecture, 
Performance Optimization, 
Large Language Model  
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Transformer Vanilla Attention Performance Theoretical Analysis

 01-27-2025 03-02-2025 blog 9 minutes read (About 1275 words)
Performance Bottleneck for Serving Transformer Models

 
Deep Learning, 
Neural Network, 
Transformer, 
Computer Architecture, 
Performance Optimization, 
Large Language Model  
  Read More

Neural Radiance Fields

 07-24-2024 07-24-2024 blog 6 minutes read (About 826 words)
Scene Representation and Differentiable Rendering with Neural Radiance Fields

 
Deep Learning, 
Computer Vision, 
Neural Network, 
NeRF, 
Neural Radiance Fields  
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LoRA and LoRAPrune

 07-11-2024 07-11-2024 blog 11 minutes read (About 1664 words)
Fine-Tuning and Pruning of Large Language Models Using Low-Rank Adaptation

 
Deep Learning, 
Neural Network, 
Neural Network Pruning, 
LoRA, 
LoRAPrune  
  Read More

PyTorch Variational Autoencoder

 06-14-2024 06-14-2024 blog 19 minutes read (About 2921 words)
Implementing Variational Autoencoder in PyTorch

 
Deep Learning, 
Statistics, 
Probability, 
Mathematics, 
Neural Network, 
PyTorch, 
Bayesian Inference, 
Variational Autoencoder, 
VAE  
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PyTorch Automatic Mixed Precision Training

 06-08-2024 06-08-2024 blog 3 minutes read (About 492 words)
Accelerating PyTorch Deep Learning Training with Automatic Mixed Precision

 
Deep Learning, 
Neural Network, 
PyTorch, 
Mixed Precision Training, 
Automatic Mixed Precision Training  
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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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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
Lei Mao

Lei Mao

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Santa Clara, California

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