Introduction to Deep Convolutional Neural Networks

Convolutional Neural Networks (CNNs) have transformed image classification tasks by automatically extracting feature maps using convolutional layers, pooling layers, and fully connected dense layers.

Building a Plant Disease Classifier

Using TensorFlow and Keras, students can train a MobileNetV2 or custom ResNet architecture on thousands of plant leaf images. OpenCV handles image resizing, normalization, and augmentation to prevent overfitting.