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
- Multiprocessing: Multiprocessing is the ability of a computer system to use more than one processor or core to perform multiple tasks simultaneously. In data science and artificial intelligence, multiprocessing is used to speed up the processing of large da ... Read More >>
- Prior Probability: Prior probability is the probability of an event occurring before taking into account new evidence. In data science, prior probability is used in Bayesian statistics to calculate the probability of a hypothesis being true before any data is ... Read More >>
- Radio Waves: Radio waves are a type of electromagnetic radiation with wavelengths ranging from about one millimeter to 100 kilometers. They are used for communication purposes, including radio and television broadcasting, cell phone communication, and s ... Read More >>
Top News
New college grad? Here's what experts say you should know about AI....
We asked three experts what fresh college graduates can do to prepare as artificial intelligence changes how Americans work. Here's what they said....
News Source: CBS News on 2025-06-06
Senate Republicans revise ban on state AI regulations in bid to preserve controv...
Senate Republicans have made changes to their party’s sweeping tax bill in hopes of preserving a new policy that would prevent states from regulating artificial intelligence...
News Source: ABC News on 2025-06-06
Use of Community Notes on Elon Musk's X has plummeted in 2025...
Half as many crowdsourced Community Notes were created in May than were created in January....
News Source: NBC News on 2025-06-06
Film Festival showcases what artificial intelligence can do on the big screen...
Artificial Intelligence’s use in filmmaking is growing...
News Source: ABC News on 2025-06-06
Can AI be held accountable? AI ethicist on tech giants and the AI boom...
What is the future of AI and efforts to regulate its harms? Marc Lamont Hill speaks to AI ethicist Rumman Chowdhury....
News Source: Al Jazeera English on 2025-06-06