Reference 3 stops to get here
Filter
Synonym for kernel - the learnable weight matrix applied in convolutions to extract features.
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3 stops · basics first
- Machine Learning ✓ understood
Building systems that learn patterns from data instead of following hand-written rules, getting better at a task as they see more examples.
- Neural Network ✓ understood
A computational model inspired by biological neural networks, consisting of interconnected nodes (neurons) organized in layers that process information through weighted connections.
- Convolution ✓ understood
A mathematical operation that applies filters/kernels to input data to extract features like edges, textures, and patterns.
- Filter · you are here ✓ understood
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Neural Networks Kernel A small matrix of weights used in convolutional layers to detect specific features or patterns in input data. Neural Networks Feature Map The output of applying a convolutional filter to an input, representing detected features at various spatial locations. Neural Networks Stride The step size by which a convolutional filter or pooling window moves across the input. Neural Networks Convolutional Neural Network A neural network that scans images with small learned filters, reusing the same weights at every position to build up from edges to whole objects.