In this tutorial, we take a hands-on approach to building an advanced convolutional neural network for DNA sequence classification. We focus on simulating real biological tasks, such as promoter prediction, splice site detection, and regulatory element identification. By combining one-hot encoding, multi-scale convolutional layers, and an attention mechanism, we design a model that not only […]
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