מושגי ליבה
Optical random neural networks can achieve high performance through genetically programmable random projection kernels.
סטטיסטיקה
By genetically programming the orientation of the scattering medium, accuracies improved 7-22% for machine learning tasks.
Test accuracies increased from 70% to 77%, 78% to 93%, and 58% to 80% for different datasets.
ציטוטים
"We demonstrate a genetically programmable yet simple optical neural network to achieve high performances with optical random projection."
"Our novel method is based on finding an optimum random projection kernel to map information optically for designated machine learning applications."