Deep learning enables image processing, speech recognition, and complex game play in Artificial Intelligence
Deep learning is a subset of machine learning, essentially a neural network with three or more layers. These neural networks try to simulate the behavior of the human brain. It doesn't support that feature, but it can "learn" from large amounts of data.
Both machine learning and deep learning are types of AI. In short, machine learning is an AI that can automatically adapt with minimal human intervention. Deep learning is a subset of machine learning that uses artificial neural networks to mimic the learning process of the human brain.
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Parent involvement in a child's education is consistently found to be positively associated with a child's academic performance. However, there has been little investigation of the mechanisms that explain this association. The present study examines two potential mechanisms of this association: the child's perception of cognitive competence and the quality of the student-teacher relationship. This study used a sample of 158 seven-year old participants, their mothers, and their teachers. Results indicated a statistically significant association between parent involvement and a child's academic performance, over and above the impact of the child's intelligence. A multiple mediation model indicated that the child's perception of cognitive competence fully mediated the relation between parent involvement and the child's performance on a standardized achievement test. The quality of the student-teacher relationship fully mediated the relation between parent involvement and teacher ratings of the child's classroom academic performance. Limitations, future research directions, and implications for public policy initiatives were discussed.
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