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This article explores the groundbreaking synergy between neuroscience and artificial intelligence (AI), highlighting how machine learning is enabling us to decode intricate patterns of brain function and unravel the mysteries of cognition. Deep learning, a subset of machine learning, has emerged as a powerful tool for decoding brain activity. This fusion of neuroscience and AI is revolutionizing our understanding of the brain and holds promise for enhancing human cognition and addressing neurological disorders.