Databricks Certified Machine Learning - Associate
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In the context of Spark ML, explain the process of splitting data using Spark ML and identify the key gotchas that one might encounter during this process. Provide a code snippet demonstrating the correct way to split data and explain how to handle the potential issues that may arise.