Convolutional Neural Networks (CNNs)
This episode dives into the fascinating world of Convolutional Neural Networks (CNNs), the deep learning architects behind image and video understanding. We’ll unpack the core: convolution, the magic that finds patterns, and pooling, which simplifies what's seen. Learn how CNNs extract features, from simple edges to complex objects. We'll explore real-world applications, like image classification, object detection in self-driving cars, and the art of turning pixels into meaning with semantic segmentation. We will also discuss facial recognition and the use of CNNs in generative models. But it’s not all perfect; we’ll discuss their limitations, including vulnerability to attack and high computational costs. Join us to discover how CNNs are revolutionizing computer vision!"