Building an Advanced Convolutional Neural Network with Attention for DNA Sequence Classification and Interpretability
class DNASequenceClassifier: def __init__(self, sequence_length=200, num_classes=2): self.sequence_length = sequence_length self.num_classes = num_classes self.model = None self.history = None def one_hot_encode(self, sequences): mapping = {‘A’: 0, ‘T’: 1, ‘G’: 2, ‘C’: 3} encoded = np.zeros((len(sequences), self.sequence_length, […]
