Learning and Incentives
Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only! Grab it Explore the fundamentals of learning theory and incentives in this comprehensive lecture from the Learning and Games Boot Camp. Delve into the concept of learnability in the presence of strategic and adversarial behavior, drawing insights from a decade of research. Examine stochastic (offline) and online learning settings, understanding their formal setups and real-world applications. Investigate the role of VC dimension in characterizing learnability, and discover why it may not be sufficient in online scenarios. Analyze the Littlestone dimension and its importance in online learning algorithms. Gain valuable knowledge on solution concepts and their applications in modern machine learning challenges.