MLlib Machine Learning in Apache Spark

Posted on February 20, 2023   1 minute read ∼ Filed in  : 

This paper present spark’s open-source distributed machine learning library.

Integrate ML with spark has benefits:

  • Spark is designed with iterative computation, which facilicate the ML algorithm in nature.
  • Low-level components improvement has performance gain in MLLIB
  • Simplify the deployment

Features:

  • fast, distributed implementations of ML algorithms

  • algorithmic optimizations to reduce JVM garbage collection, communication costs,

  • Pipeline API: It address the overhead of pipeline construction.





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