Using text embeddings to discover more episodes of In Our Time. As a recent convert to the BBC’s long-running In Our Time podcast, picking which of the 1,000+ episodes to listen to next is often difficult. Using a set of similar techniques to a previous project on image analysis on the episode descriptions, I generated a broad categorisation of episodes and discovered some fantastic episodes on Choas Theory, Complexity and Randomness.