Question

Variation from Artificial Intelligence (AI) are computer programs designed to learn from data and perform tasks in a unique way. What are their two main parts?

• A. A generator and a discriminator
• B. An encoder and a decoder
• C. A Large Language Model and a Transformer
• D. A recurrent and a convolutional network

Hint:

GANs work like a game: the generator tries to fool the discriminator, and the discriminator tries to detect fake data.

Answer 1

The Correct Option is A

Step 1: Understanding the concept.
The question refers to a type of AI model that learns in a unique way by generating and evaluating data, commonly known as Generative Adversarial Networks (GANs).

Step 2: Components of GAN.
• Generator: Creates new data samples similar to training data. • Discriminator: Evaluates whether the generated data is real or fake.
Step 3: Evaluating options.
• (A): Correct. GAN consists of a generator and a discriminator.
• (B): Used in autoencoders.
• (C): Refers to NLP models.
• (D): Types of neural networks, not components of GAN.
Step 4: Conclusion.
Thus, the two main parts are generator and discriminator.
Final Answer: A generator and a discriminator.