sangramga / ml-data-prep-zoo

ML Data Prep Zoo

A zoo of labelled datasets and ML models for data prep tasks.

Task: ML Schema Inference

Leaderboard

By submitting results, you acknowledge that your holdout test results([X_test.csv,y_test.csv]) are obtained purely by training on the training set([X_train.csv,y_train.csv]).

Model	Overall Accuracy	Usable Numeric Accuracy	Usable-with-Extraction Accuracy	Usable-Categorical Accuracy	Unusable Accuracy	Context-Specific Accuracy
Random Forest	89.4	95.8	79.7	93.5	74.3	83.4
k-NN	88.8	95.6	77.6	87.9	79	85.6
Character-level CNN	88.3	93.6	83.9	88.2	83.2	83.2
RBF-SVM	87.4	94	84.6	89.1	76	80.7
Logistic Regression	86	94.5	73.4	86.8	78.4	77.2