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Explore the intersection of astrophysics and computer science in this 17-minute conference talk by Melanie Johnston-Hollitt at SingularityU New Zealand Summit. Discover how big data and advanced algorithms are revolutionizing our understanding of the Milky Way and beyond. Learn about the Square Kilometre Array (SKA) project and its potential to unlock new insights in astrophysics. Examine the historical role of women in computing and how modern thresholding techniques are uncovering cosmic oddities. Gain insights into the broader applications of these computational methods across various scientific fields, showcasing the power of interdisciplinary approaches in advancing our knowledge of the universe.