CNN – Pooling Operation
Syllabus:
- What Is Pooling In CNN ?
- Key Objectives Of Pooling.
- Types Of Pooling.
- Parameters Of Pooling.
- Example Of Pooling.
- Advantages Of Pooling.
- Disadvantages Of Pooling.
- Applications Of Pooling.
- Pooling Vs Convolution.
- Alternative To Pooling.
- Conclusion.
(1) What Is Pooling In CNN ?
- Pooling is a critical operation in Convolutional Neural Networks (CNNs) that reduces the spatial dimensions of feature maps while retaining important information.
- It enhances computational efficiency and helps in achieving translational invariance.
(2) Key Objectives Of Pooling
(3) Types Of Pooling
(4) Parameters Of Pooling
(5) Mathematical Representation
(6) Example Of Max Pooling
(7) Advantages Of Pooling Operation
(8) Disadvantages Of Pooling Operation
(9) Application Of Pooling Operation
(10) Pooling Vs Convolution
(11) Alternative Of Pooling
(12) Conclusion
