Convolutional Neural Network (CNN) Convolutional Neural Networks (CNNs) are a class of deep learning algorithms specifically designed for processing grid-like data, such as images. They are particularly effective in tasks where spatial hierarchies and patterns are important. Key Components: ConvolutRead more
Convolutional Neural Network (CNN)
Convolutional Neural Networks (CNNs) are a class of deep learning algorithms specifically designed for processing grid-like data, such as images. They are particularly effective in tasks where spatial hierarchies and patterns are important.
Key Components:
- Convolutional Layers: Apply convolution operations to detect features such as edges and textures. They use filters or kernels that slide over the input data.
- Activation Functions: Non-linear functions (e.g., ReLU) that introduce non-linearity into the model.
- Pooling Layers: Reduce the spatial dimensions of feature maps, helping to reduce computation and control overfitting.
- Fully Connected Layers: Classify the data based on extracted features.
Applications:
- Image Classification: Identifying objects or categories within an image (e.g., classifying images of animals).
- Object Detection: Locating objects within an image and classifying them (e.g., detecting faces in photos).
- Image Segmentation: Dividing an image into regions or segments for detailed analysis (e.g., medical imaging).
- Facial Recognition: Identifying or verifying individuals based on facial features.
- Video Analysis: Recognizing patterns or actions in video frames (e.g., surveillance).
CNNs are crucial for many modern AI applications due to their ability to learn and extract complex features from data.
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Document Object Model (DOM) The Document Object Model (DOM) is a programming interface for web documents. It represents a document's structure as a tree of objects, with each node corresponding to part of the document, such as elements, attributes, or text. Key Aspects of DOM : Structure : The DOM pRead more
Document Object Model (DOM)
The Document Object Model (DOM) is a programming interface for web documents. It represents a document’s structure as a tree of objects, with each node corresponding to part of the document, such as elements, attributes, or text.
Key Aspects of DOM :
Manipulating the DOM :
This allows dynamic updates and interaction with web pages.
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