Java and Scala are crucial when dealing with big data applications or integrating machine learning models into existing enterprise infrastructure. Apache Spark, a powerful engine for large-scale data processing and ML (via MLlib), is built around Scala and Java. Knowledge of these languages is beneficial for building scalable ML systems.
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