How would you handle class conditional generation in a conditional GAN CGAN for creating targeted marketing materials

Question

With the help of proper code example can you tell me How would you handle class conditional generation in a conditional GAN (CGAN) for creating targeted marketing materials?

Answer 1

Yes, class conditional generation in a Conditional GAN (CGAN) can be handled by incorporating class labels into both the generator and discriminator to create targeted marketing materials. Here is the code snippet you can refer to:

In the above code, we are using the following key points:

• Uses an embedding layer to condition both the generator and discriminator on class labels.

• Concatenates label embeddings with latent noise for targeted image generation.

• Enables the generation of marketing materials tailored to specific audience segments.

Hence, CGAN effectively generates class-specific content for targeted marketing campaigns.