In this discussion, Prof. Marius Lindauer, a leading AutoML expert from Leibniz University, dives into the significance of AutoML in simplifying machine learning challenges. He clarifies common myths, emphasizing that effective AutoML requires quality data and domain knowledge. Lindauer advocates for stronger collaboration within the community to address infrastructural gaps. The conversation also delves into the transformative potential of AutoML in industry, highlighting green solutions and the burgeoning global research landscape in this innovative field.