What are some popular deep learning models?

What are some popular deep learning models?

Some popular deep learning models include Convolutional Neural Networks (CNNs), Recurrent Neural Networks (RNNs), and Transformers.

Can you explain how CNNs work?

Sure! CNNs are designed to process data with a grid-like topology, such as images. They use convolutional layers to automatically learn spatial hierarchies of features.

What are Transformers used for?

Transformers are primarily used in natural language processing tasks, such as translation and text generation, due to their ability to handle long-range dependencies.

Are there any specific applications for RNNs?

Yes, RNNs are commonly used in time series prediction, speech recognition, and language modeling.

What are the advantages of using deep learning models?

Deep learning models can automatically extract features from raw data, handle large datasets, and achieve high accuracy in complex tasks.