Gen AI Interview Questions in 2025

AKCoding.com

·

Follow

3 min read

·

May 22, 2024

--

Share

Basic Understanding

1. What is generative AI and how does it differ from discriminative AI?
2. Can you explain the concept of generative adversarial networks (GANs)?
3. What are some common applications of generative AI?

Not a Premium Medium member? Click here to access it for free!

Technical Knowledge

1. How do GANs work? Describe the roles of the generator and the discriminator.
2. What are variational autoencoders (VAEs), and how do they differ from traditional autoencoders?
3. Explain the concept of latent space in the context of generative models.

Practical Skills

1. Have you ever implemented a GAN or VAE? If so, describe the process and the challenges you faced.
2. What techniques can be used to stabilize the training of GANs?
3. How would you evaluate the quality of generated outputs from a generative model?

Advanced Topics

1. What is the role of the loss function in training GANs, and how does it impact the training process?
2. Discuss the concept of mode collapse in GANs and how it can be addressed.