Deep learning techniques are a subset of machine learning that utilize neural networks with many layers to analyze various forms of data, including images, text, and sounds. These methods are designed to automatically learn and extract features from large datasets, enabling advanced tasks such as classification, regression, and perception in complex environments. The ability of deep learning to improve performance as more data becomes available makes it particularly useful in collective perception scenarios.
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