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Define machine learning and its role in decoding brain signals for cognitive processes and motor functions.



Machine learning is a subfield of artificial intelligence that focuses on developing algorithms and statistical models that allow computers to learn and improve their performance on a specific task without being explicitly programmed. It involves training a computer system with a vast amount of data and using that data to make predictions, classify information, or discover patterns and relationships within the data. In the context of decoding brain signals for cognitive processes and motor functions, machine learning plays a crucial role in analyzing complex and high-dimensional neural data to extract meaningful information. Brain signals, such as electroencephalography (EEG), magnetoencephalography (MEG), and functional magnetic resonance imaging (fMRI), provide valuable insights into the activity of the brain and its connection to ....

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