Light-Based AI: Photonic Neural Networks
Illuminating the Future: A Deep Dive into Photonic Neural Networks The world of artificial intelligence is constantly evolving, with new architectures and paradigms pushing the boundaries of what's possible. Among these advancements, photonic neural networks (PNNs) stand out as a particularly intriguing approach, offering a unique blend of speed, efficiency, and potential for unprecedented capabilities. Beyond Silicon: Embracing Light Traditional neural networks rely on electrical signals to process information, which can be inherently slow and power-hungry. PNNs, however, leverage the incredible speed and bandwidth of light to perform computations. Instead of transistors, they utilize optical components like waveguides, lasers, and detectors to manipulate light pulses, creating a fundamentally different computing paradigm. The Advantages of Photons: Speed: Light travels at an...