
• Generalized Linear Models (GLMs)
• Linear Regression / Logistic Regression
• Generalized Linear Regression
• Accel erated failure time (AFT) Survival Regression
• GLMs in Spark MLlib and SparkR
• Inter nal Implementation
• Gradient Descent / L-BFGS / OWL-QN
• Weighted Least Squares (WLS) / Iteratively Reweig hted
Lea st Squares (IRLS)
• Regularization, standardization, interceptand p erformance
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Outline
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