What are the applications of generative models in AI?

What are the applications of generative models in AI?

Generative models are used in various fields, including image synthesis, text generation, and drug discovery.

Can you give me an example of image synthesis using generative models?

Sure! Generative Adversarial Networks (GANs) can create realistic images from random noise, like generating human faces.

How do generative models help in drug discovery?

They can generate molecular structures that might lead to new drugs, speeding up the discovery process.

What are some challenges faced when using generative models?

Challenges include mode collapse, where the model generates limited varieties, and the need for large datasets for training.