What is a Generative Adversarial Network (GAN)?

 

Quality Thoughts: Best Generative AI Testing Training Course in Hyderabad with Live Internship

If you're looking to build a career in Generative AI Testing, Quality Thoughts is the best training institute in Hyderabad. We offer the most comprehensive and industry-relevant Gen AI Testing course that caters to graduates, postgraduates, individuals with an education gap, and those seeking a career switch from non-technical or unrelated domains.

Our Generative AI Testing training program is designed by top industry experts with deep expertise in Artificial Intelligence, Machine Learning, and software testing. The course focuses on hands-on, real-world applications of testing Gen AI models including LLMs (Large Language Models), GANs (Generative Adversarial Networks), Chatbots, AI APIs, Prompt Engineering, and more.

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What is a Generative Adversarial Network (GAN)?

A Generative Adversarial Network (GAN) is a type of deep learning model made up of two neural networks — a generator and a discriminator — that work against each other in a game-theoretic framework. The generator creates synthetic data (like images, audio, or text), while the discriminator tries to distinguish between real data and the data produced by the generator.

This adversarial process continues until the generator gets so good that the discriminator can no longer tell the difference between real and fake. GANs are widely used in applications like:

  • Deepfake creation

  • Image super-resolution

  • AI-generated art and music

  • Synthetic data generation for model training

GANs play a vital role in generative AI systems and testing them involves validating their outputs, detecting bias, ensuring safety, and checking the integrity of generated content

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