An ecological security pattern construction method based on Apache Spark machine learning

Machine learning platform design and application based on spark

“…This framework offers a high-level abstract interface, facilitating quick and convenient data extraction and transformation. On top of this, the platform uses a pipeline feature to sequentially combine multiple data processing steps and machine learning algorithms, creating a complete machine learning processing flow from start to finish [8] . This pipeline automatically completes each processing stage according to a predefined workflow, from raw data collection and cleaning, feature engineering, and extraction, to various model training and evaluation phases, ultimately automating the entire machine learning task.…”