Deep Learning | 1031 Portal

Deep learning is a subset of machine learning that utilizes multilayered neural networks to perform tasks such as classification, regression, and representation learning. Inspired by biological neuroscience, deep learning involves stacking artificial neurons into layers and training them to process data. With applications in computer vision, speech recognition, natural language processing, and more, deep learning has become a crucial tool in various fields. The term 'deep' refers to the use of multiple layers in the network, ranging from three to several hundred or thousands. Common deep learning network architectures include fully connected networks, deep belief networks, and convolutional neural networks. The field continues to evolve, with ongoing research in areas like explainability, transparency, and edge AI.