•    Tailored ML Solutions in Mining and Exploration: In the mining and exploration sectors, custom machine learning solutions are often necessary to extract meaningful value from geoscience data.
•    Challenges and Solutions: Developing effective, bespoke machine learning models to solve critical business problems in geoscience requires deep domain expertise. However, expertise alone is insufficient. Without a clear path to production, these models remain mere experiments rather than functional solutions.
•    From Proof of Concept to Operational Solutions: Showcasing recent examples of transforming proof-of-concept projects into fully operational solutions by leveraging composable cloud computing architectures.