Pooling Layers
In Convolutional Neural Networks (CNNs), pooling layers are used to reduce the spatial dimensions (width and height) of the input volume, while keeping the depth constant. Pooling layers operate independently on each depth slice of the input and downsample the spatial dimensions by taking the maximum, average, or other operation of a local neighborhood of the input. The main purpose of pooling layers is to progressively reduce the spatial size of the input, which reduces the number of parameters and computation in the network, and helps to control overfitting. Additionally, pooling layers can also help to make the network more invariant to small translations of the input. There are different types of pooling layers, such as max pooling, average pooling, and global pooling.
Your Previous Searches
Random Picks
- Data Linkage: Data linkage is the process of connecting data from different sources that refer to the same entity or event. This process involves identifying and matching records that relate to the same individual, household, or business across different ... Read More >>
- Statistical Metric: A statistical metric is a quantitative measure that is used to assess, compare, and analyze data. It is a mathematical function that is applied to a set of data to provide information about its characteristics. Statistical metrics are used ... Read More >>
- Data Visualization Techniques: Data Visualization Techniques refer to the methods and tools used to represent data in a graphical or pictorial format, allowing users to easily interpret and understand complex data sets. These techniques involve the use of various charts, ... Read More >>
Top News
Tech giants see emissions surge 150 percent in 3 years amid AI boom: UN...
Artificial intelligence, cloud computing and data centres led to a spike in electricity demand between 2020 and 2023....
News Source: Al Jazeera English on 2025-06-06
‘Ghost networks' are harming patients, but attempts to eliminate them have fal...
Insurance companies often refer patients to lists of providers who are unreachable, out of network or don’t accept new patients....
News Source: NBC News on 2025-06-05
Palantir CEO Karp says AI is dangerous and 'either we win or China will win'...
Palantir CEO Alex Karp said the artificial intelligence arms race between the U.S. and China will culminate in one country coming out on top....
News Source: NBC News on 2025-06-05
Palantir has soared 74% this year alone. 3 reasons why it's been one of the worl...
Palantir was the second-most bought stock among retail traders in the last five days, according to a firm that tracks flows from individual investors....
News Source: Business Insider on 2025-06-05
Harris-Walz campaign may have been targeted by iPhone hackers, cybersecurity fir...
One of the few companies to specialize in iPhone cybersecurity said that it has uncovered evidence of a potentially groundbreaking hacking campaign....
News Source: NBC News on 2025-06-05