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Batch Normalization Explained

 09-07-2018 05-31-2019 blog 6 minutes read (About 961 words)
Fill More Holes in Deep Learning

 
Deep Learning  
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Guide to TensorFlow Dataset API

 08-11-2018 08-11-2018 blog 17 minutes read (About 2481 words)
Harness TensorFlow Dataset API for Real Applications

 
TensorFlow  
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Image Pyramids and Its Applications in Deep Learning

 08-04-2018 08-04-2018 blog 8 minutes read (About 1137 words)
Traditional Computer Vision Techniques Boosted Deep Learning

 
Deep Learning, 
Computer Vision  
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Maximum Likelihood Estimation of N-Gram Model Parameters

 06-09-2018 04-30-2025 blog 9 minutes read (About 1417 words)
Mathematical Proof of the Maximum Likelihood Estimation of N-Gram Model Parameters

 
Probability, 
Natural Language Processing  
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Jupyter Notebook on Docker

 05-21-2018 05-21-2018 blog 4 minutes read (About 588 words)
Using Jupyter Notebook on Docker

 
Docker, 
Jupyter Notebook  
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TensorBoard on Docker

 05-15-2018 05-15-2018 blog 4 minutes read (About 559 words)
Visualization of TensorBoard on Docker

 
TensorFlow, 
TensorBoard, 
Docker  
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LogSumExp and Its Numerical Stability

 05-04-2018 05-04-2018 blog 3 minutes read (About 449 words)
Never Jump Out of Log Domain

 
Numerical Stability  
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Setting Up Jekyll Site Locally

 04-01-2018 12-31-2020 blog 6 minutes read (About 837 words)
Some Jekyll Notes

 
Web Development  
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Multivariate Gaussian and Covariance Matrix

 03-30-2018 03-30-2018 blog 7 minutes read (About 1057 words)
Fill Up Some Probability Holes

 
Probability, 
Linear Algebra  
  Read More

Prefix-Free Code and Huffman Coding

 03-17-2018 03-17-2018 blog 9 minutes read (About 1322 words)
Understand Prefix-Free Code, Huffman Coding, and Try it Using Library Tools

 
Information Theory  
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Pseudolikelihood in Graphical Models

 02-16-2018 02-16-2018 blog 4 minutes read (About 666 words)
Understand How Pseudolikelihood Works in Graphical Models

 
Probability, 
Graphical Models  
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Backpropagation Through Max-Pooling Layer

 08-21-2017 11-26-2019 blog a minute read (About 212 words)
Ever Think of Backpropagation Through Max-Pooling Layer?

 
Deep Learning, 
Math  
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Lei Mao

Lei Mao

Artificial Intelligence Machine Learning Computer Science

Menlo Park, California

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