You are tasked with designing a neural network for a new image classification task. Walk me through your approach for choosing the architecture, including depth, width, and layer types.

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Designing a neural network architecture involves balancing model capacity, computational constraints, and data characteristics. Here is my systematic approach for an image classification task. Start by analyzing the problem characteristics. Understand the dataset size.