[]A Gentle Introduction to Mini-Batch Gradient Descent

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1. A Gentle Introduction to Mini-Batch Gradient Descent and How to Configure Batch Size
   
2. 
   
3. by Jason Brownlee on July 21, 2017 in Deep Learning
   
4. Stochastic gradient descent is the dominant method used to train deep learning models.
   
5. 
   
6. There are three main variants of gradient descent and it can be confusing which one to use.
   
7. 
   
8. In this post, you will discover the one type of gradient descent you should use in general and how to configure it.
   
9. 
   
10. After completing this post, you will know:
    
11. 
    
12. What gradient descent is and how it works from a high level.
    
13. What batch, stochastic, and mini-batch gradient descent are and the benefits and limitations of each method.
    
14. That mini-batch gradient descent is the go-to method and how to configure it on your applications.

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A Gentle Introduction to Mini-Batch Gradient Descent and How to Configure Batch .pdf (620.76 KB)

2017-9-8 22:22:05 上传

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关键词：introduction troduction gradient Gentle Batch

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