What is Generative AI and why should you care?. Discriminative vs generative modeling. Discriminative modeling. Generative modeling. Generative Adversarial Networks. Transformer-based models. Types of generative AI applications with examples. Image generation. Image-to-image translation. Text-to-image translation. . Text-to-speech. Audio generation. Video generation. Image and video resolution enhancement. Synthetic data generation. The dark side of Generative AI: Is it that dark?