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SEFR: SQL-Only Classifier

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πŸ€–Read original on Reddit r/MachineLearning
#sql-ml#classifiers#bigquery#fraud-detectionsefrsefrgoogle-bigquery

πŸ’‘Train classifiers in SQLβ€”18x faster for BigQuery users

⚑ 30-Second TL;DR

What Changed

Fully implemented in SQL, no iterative optimization needed

Why It Matters

Enables rapid ML baselines in SQL environments, ideal for big data pipelines without ML frameworks.

What To Do Next

Benchmark SEFR in BigQuery against LR on your tabular fraud data.

Who should care:Developers & AI Engineers

Key Points

  • β€’Fully implemented in SQL, no iterative optimization needed
  • β€’AUC 0.954 on 55k fraud detection dataset
  • β€’18x faster than Logistic Regression via parallelization
  • β€’Benchmarked on Google BigQuery
πŸ“°

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Original source: Reddit r/MachineLearning β†—

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