concept:convolution
Convolution
Convolution in the context of production machine-learning systems.
Lessons
Formal explanations, examples, simulations, and checkpoints.
Image ML
Images are data contracts
Image preprocessing is model code; version and test it from raw bytes to final tensor.
Image MLConvolution under the microscope
Convolution is a repeated local dot product whose shape and spatial behavior follow directly from kernel, padding, stride, and dilation.
Image MLReceptive fields, normalization, and residuals
Depth works when context grows deliberately and identity paths keep shapes and gradients connected.
Courses & assignments
Dependency-authoritative learning units.
Casebook
Reported facts and course reconstructions.