Podcasts have surged in popularity as a versatile alternative to music, offering educational and insightful content, particularly in the rapidly evolving field of machine learning. With nearly 60% of U.S. consumers over the age of 12 regularly tuning in, podcasts serve as a convenient medium to stay updated on the latest developments and breakthroughs in machine learning. Among the myriad of options available, several standout podcasts cater to both beginners and veterans in the field, such as "Data Skeptic," which offers concise episodes on complex topics, and "This Week in ML & AI," which provides insights from leading experts. Other notable mentions include "Machine Learning with Jay Shah," which explores academic and industrial applications, and "MLOps.community," focusing on operational best practices. Additionally, "AI in Business" examines AI's transformative impact on industries, while "The Robot Brains Podcast" and "Machine Learning Street Talk" delve into high-level discussions with prominent researchers. Lastly, "Eyes on AI," hosted by journalist Craig S. Smith, contextualizes the latest machine learning advancements within broader global implications.