Welcome to the AI Concepts Podcast! In this episode, Shay delves into the fascinating world of decision trees, a fundamental and uncomplicated tool in machine learning. Discover how decision trees are utilized in various industries, from banking to healthcare, by simplifying complex decisions through systematic, data-driven questions.
Shay explains the process of training decision trees, the importance of features and labels, and the art of maintaining purity and reducing impurities in data groups. Learn about the challenges of overfitting and strategies to prevent it, such as limiting tree depth and employing pruning techniques.
Join Shay as he explores real-world applications and provides insights into why decision trees remain a go-to solution for many tasks, offering logical simplicity and interpretability. This episode is perfect for anyone interested in artificial intelligence and its practical applications.
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