Ruifeng Zheng created SPARK-61193:
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             Summary: Support native LinearRegression training and prediction 
in the Rust client
                 Key: SPARK-61193
                 URL: https://issues.apache.org/jira/browse/SPARK-61193
             Project: Spark
          Issue Type: New Feature
          Components: Connect
    Affects Versions: connect-rust-4.3.0
            Reporter: Ruifeng Zheng


Add a native LinearRegression estimator and fitted model using the Spark 
Connect ML Fit command and cached model reference. Expose all 15 constructor 
parameter setters in Rust and the Python binding. Validate numeric predictions 
on unseen rows, separate fitted datasets, sample weights, regularization, 
squared-error and Huber loss, invalid training data and session isolation 
against Spark 4.3.0 and official PySpark.



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