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Explore how the Julia programming language is transforming computational approaches in geosciences through this JuliaCon 2024 conference talk. Discover the potential of Julia's ecosystem for quick prototyping and its native use of hardware accelerators for efficient matrix processing in Earth observation applications. Learn about two key initiatives that have fostered collaboration between developers and users across diverse fields. Gain insights into the creation of libraries, packages, and tool replication for geospatial data acquisition, processing, visualization, and classification. Understand the impact of parallel computing and machine learning in advancing geoscience research and applications. Delve into the outcomes of these initiatives, which attracted 120 online registrants and 44 in-person attendees, showcasing the growing interest in Julia's capabilities for reshaping computation in the geosciences.