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One of the major challenges in deep learning is the issue of overfitting. Overfitting occurs when a model performs well on the training data but fails to generalize to new, unseen data. This can happen when a model is too complex and learns to memorize the training examples instead of learning the underlying patterns in the data. Another challenge is the need for large amounts of labeled data. Deep learning models typically require a large dataset to learn meaningful representations and make accurate predictions. However, annotating large datasets can be time-consuming and expensive. Additionally, deep learning models are often black boxes, meaning it can be difficult to interpret why they make certain predictions. This lack of interpretability can be problematic, especially in areas such as healthcare where explainability is crucial for trust and accountability. Lastly, the computational requirements for deep learning can be quite high. Training and evaluating deep learning models on large datasets can take a significant amount of time and computational resources. This can be a limiting factor for researchers and organizations with limited access to high-performance computing infrastructure.

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