Go offline with the Player FM app!
AI and the Running out of Data Problem
Manage episode 458261677 series 3598701
This episode explores the interplay between real-world data and synthetic data in advancing AI. It highlights the challenges posed by finite high-quality datasets and ethical concerns, while showcasing synthetic data as a transformative innovation. By examining the benefits, such as privacy preservation and scalability, alongside risks like bias reproduction, the essay underscores the need for a balanced approach to data usage. The synthesis of real and synthetic data represents the future of AI, requiring interdisciplinary efforts to ensure ethical and effective advancements.
110 episodes
Manage episode 458261677 series 3598701
This episode explores the interplay between real-world data and synthetic data in advancing AI. It highlights the challenges posed by finite high-quality datasets and ethical concerns, while showcasing synthetic data as a transformative innovation. By examining the benefits, such as privacy preservation and scalability, alongside risks like bias reproduction, the essay underscores the need for a balanced approach to data usage. The synthesis of real and synthetic data represents the future of AI, requiring interdisciplinary efforts to ensure ethical and effective advancements.
110 episodes
All episodes
×Welcome to Player FM!
Player FM is scanning the web for high-quality podcasts for you to enjoy right now. It's the best podcast app and works on Android, iPhone, and the web. Signup to sync subscriptions across devices.