Introduction: Sentence Classification with CNNs
Explore the core components and operations of convolutional neural networks, such as convolution and pooling, to understand their advantages over fully connected networks. Learn how to implement CNNs for both image and sentence classification using TensorFlow, gaining practical skills for NLP and computer vision tasks.
We'll cover the following...
We'll cover the following...
Why use CNNs?
Now, we’ll discuss a type of neural network known as convolutional neural networks (CNNs). CNNs are quite different from fully connected neural networks and have achieved state-of-the-art performance in numerous tasks. These tasks include image classification, object detection, speech ...