bigquery-ml
Use when training, evaluating, deploying, or monitoring a machine learning model in BigQuery with SQL (CREATE MODEL and ML.* functions) — picking a model type, choosing a preprocessing function, point-in-time feature retrieval, causal inference (including AI.CAUSAL_EFFECT), or production retraining pipelines across 23 model types, 49 functions, 18 workflows, and 8 pipelines.
- Version
- 0.8.0
Pinned to revision 4813a88d3ce5, so it is the text this page describes rather than whatever the author pushed since.
Files
- skills/bigquery-ml/SKILL.md
- skills/bigquery-ml/narrative/airflow_with_kfp.md
- skills/bigquery-ml/narrative/anomaly_fraud_detection.md
- skills/bigquery-ml/narrative/arima_plus.md
- skills/bigquery-ml/narrative/arima_plus_xreg.md
- skills/bigquery-ml/narrative/autoencoder.md
- skills/bigquery-ml/narrative/automl_classifier.md
- skills/bigquery-ml/narrative/automl_regressor.md
- skills/bigquery-ml/narrative/boosted_tree_classifier.md
- skills/bigquery-ml/narrative/boosted_tree_regressor.md
- skills/bigquery-ml/narrative/bucketizing.md
- skills/bigquery-ml/narrative/causal_effect.md
- skills/bigquery-ml/narrative/churn_retention.md
- skills/bigquery-ml/narrative/cloud_workflows.md
- skills/bigquery-ml/narrative/composer_airflow.md
- skills/bigquery-ml/narrative/contribution_analysis.md
- skills/bigquery-ml/narrative/cross_validation.md
- skills/bigquery-ml/narrative/customer_segmentation.md
- skills/bigquery-ml/narrative/dataform.md
- skills/bigquery-ml/narrative/dbt.md
- skills/bigquery-ml/narrative/difference_in_differences.md
- skills/bigquery-ml/narrative/distance.md
- skills/bigquery-ml/narrative/dnn_classifier.md
- skills/bigquery-ml/narrative/dnn_regressor.md
- skills/bigquery-ml/narrative/embeddings_classification.md
- skills/bigquery-ml/narrative/encoding.md
- skills/bigquery-ml/narrative/ensembling.md
- skills/bigquery-ml/narrative/evaluation.md
- skills/bigquery-ml/narrative/exploration.md
- skills/bigquery-ml/narrative/export.md
- skills/bigquery-ml/narrative/feature_engineering.md
- skills/bigquery-ml/narrative/feature_store.md
- skills/bigquery-ml/narrative/feature_store_workflow.md
- skills/bigquery-ml/narrative/ga4_churn_prediction.md
- skills/bigquery-ml/narrative/hierarchical_forecasting.md
- skills/bigquery-ml/narrative/image.md
- skills/bigquery-ml/narrative/imported.md
- skills/bigquery-ml/narrative/kmeans.md
- skills/bigquery-ml/narrative/linear_regression.md
- skills/bigquery-ml/narrative/logistic_regression.md
- skills/bigquery-ml/narrative/matrix_factorization.md
- skills/bigquery-ml/narrative/model_monitoring.md
- skills/bigquery-ml/narrative/pca.md
- skills/bigquery-ml/narrative/price_elasticity_dml.md
- skills/bigquery-ml/narrative/propensity_score_matching.md
- skills/bigquery-ml/narrative/random_forest_classifier.md
- skills/bigquery-ml/narrative/random_forest_regressor.md
- skills/bigquery-ml/narrative/recommendation.md
- skills/bigquery-ml/narrative/regression_based_forecasting.md
- skills/bigquery-ml/narrative/remote.md
- skills/bigquery-ml/narrative/scalers.md
- skills/bigquery-ml/narrative/scheduled_queries.md
- skills/bigquery-ml/narrative/sql_scripting.md
- skills/bigquery-ml/narrative/survival_analysis.md
- skills/bigquery-ml/narrative/synthetic_control.md
- skills/bigquery-ml/narrative/text.md
- skills/bigquery-ml/narrative/time_series.md
- skills/bigquery-ml/narrative/transform_only.md
- skills/bigquery-ml/narrative/uplift_cate.md
- skills/bigquery-ml/narrative/vertex_kfp.md
- skills/bigquery-ml/narrative/wide_and_deep_classifier.md
- skills/bigquery-ml/narrative/wide_and_deep_regressor.md
- skills/bigquery-ml/reference/classification.md
- skills/bigquery-ml/reference/model-management.md
- skills/bigquery-ml/reference/preprocessing-functions.md
- skills/bigquery-ml/reference/regression.md
- skills/bigquery-ml/reference/unsupervised-and-specialized.md
- skills/bigquery-ml/reference/workflows-and-pipelines.md
- skills/bigquery-ml/skill.manifest.json
- skills/bigquery-ml/syntax/1-model_type-catalog.md
- skills/bigquery-ml/syntax/2-task-mlevaluate-metric-columns.md
- skills/bigquery-ml/syntax/3-capability-matrix-per-model-type.md
- skills/bigquery-ml/syntax/4-explainability-weights-functions.md
- skills/bigquery-ml/syntax/5-connection-matrix.md
- skills/bigquery-ml/syntax/6-which-model-free-function-no-create-model-no-connection.md
- skills/bigquery-ml/syntax/7-point-in-time-feature-retrieval-which-of-the-two.md
- skills/bigquery-ml/syntax/INDEX.md
- skills/bigquery-ml/syntax/aicausal_effect.md
- skills/bigquery-ml/syntax/arima_plus-forecasting-lifecycle-functions.md
- skills/bigquery-ml/syntax/arima_plus-univariate-time-series-forecasting.md
- skills/bigquery-ml/syntax/arima_plus_xreg-multivariate-time-series-with-external-regressors.md
- skills/bigquery-ml/syntax/autoencoder.md
- skills/bigquery-ml/syntax/automl_classifier-automl_regressor.md
- skills/bigquery-ml/syntax/boosted_tree_classifier-boosted_tree_regressor.md
- skills/bigquery-ml/syntax/contribution_analysis.md
- skills/bigquery-ml/syntax/dnn_classifier-dnn_regressor.md
- skills/bigquery-ml/syntax/dnn_linear_combined_classifier-dnn_linear_combined_regressor-wide-and-deep.md
- skills/bigquery-ml/syntax/explainability-functions-mlexplain_predict-mlglobal_explain-mlfeature_importance.md
- skills/bigquery-ml/syntax/exploratory-data-analysis-mldescribe_data-mlcorrelation.md
- skills/bigquery-ml/syntax/export-model.md
- skills/bigquery-ml/syntax/feature-engineering-standalone-preprocessing-functions.md
- skills/bigquery-ml/syntax/image-preprocessing-functions-mldecode_image-mlresize_image-mlconvert_image_type-mlconvert_color_space.md
- skills/bigquery-ml/syntax/imported-models-tensorflow-tensorflow_lite-onnx-xgboost.md
- skills/bigquery-ml/syntax/kmeans.md
- skills/bigquery-ml/syntax/linear_reg-logistic_reg-generalized-linear-models.md
- skills/bigquery-ml/syntax/matrix_factorization.md
- skills/bigquery-ml/syntax/mladvanced_weights.md
- skills/bigquery-ml/syntax/mlarima_coefficients.md
- skills/bigquery-ml/syntax/mlarima_evaluate.md
- skills/bigquery-ml/syntax/mlbag_of_words.md
- skills/bigquery-ml/syntax/mlbucketize.md
- skills/bigquery-ml/syntax/mlcentroids.md
- skills/bigquery-ml/syntax/mlconfusion_matrix.md
- skills/bigquery-ml/syntax/mlconvert_color_space.md
- skills/bigquery-ml/syntax/mlconvert_image_type.md
- skills/bigquery-ml/syntax/mlcorrelation.md
- skills/bigquery-ml/syntax/mldecode_image.md
- skills/bigquery-ml/syntax/mldescribe_data.md
- skills/bigquery-ml/syntax/mldetect_anomalies.md
- skills/bigquery-ml/syntax/mldistance.md
- skills/bigquery-ml/syntax/mlentity_features_at_time.md
- skills/bigquery-ml/syntax/mlevaluate.md
- skills/bigquery-ml/syntax/mlexplain_forecast.md
- skills/bigquery-ml/syntax/mlexplain_predict.md
- skills/bigquery-ml/syntax/mlfeature_cross.md
- skills/bigquery-ml/syntax/mlfeature_importance.md
- skills/bigquery-ml/syntax/mlfeature_info.md
- skills/bigquery-ml/syntax/mlfeatures_at_time.md
- skills/bigquery-ml/syntax/mlforecast.md
- skills/bigquery-ml/syntax/mlgenerate_embedding-from-a-bqml-pca-autoencoder-matrix_factorization-model.md
- skills/bigquery-ml/syntax/mlglobal_explain.md
- skills/bigquery-ml/syntax/mlhash_bucketize.md
- skills/bigquery-ml/syntax/mlholiday_info.md
- skills/bigquery-ml/syntax/mlimputer.md
- skills/bigquery-ml/syntax/mllp_norm.md
- skills/bigquery-ml/syntax/mlmetrics.md
- skills/bigquery-ml/syntax/mlngrams.md
- skills/bigquery-ml/syntax/mlone_hot_encoder-mlmulti_hot_encoder-mllabel_encoder.md
- skills/bigquery-ml/syntax/mlpolynomial_expand.md
- skills/bigquery-ml/syntax/mlpredict.md
- skills/bigquery-ml/syntax/mlprincipal_component_info.md
- skills/bigquery-ml/syntax/mlprincipal_components.md
- skills/bigquery-ml/syntax/mlquantile_bucketize.md
- skills/bigquery-ml/syntax/mlrecommend.md
- skills/bigquery-ml/syntax/mlreconstruction_loss.md
- skills/bigquery-ml/syntax/mlresize_image.md
- skills/bigquery-ml/syntax/mlroc_curve.md
- skills/bigquery-ml/syntax/mltf_idf.md
- skills/bigquery-ml/syntax/mltfdv_describe.md
- skills/bigquery-ml/syntax/mltfdv_validate.md
- skills/bigquery-ml/syntax/mltraining_info.md
- skills/bigquery-ml/syntax/mltransform-applying-a-saved-transform.md
- skills/bigquery-ml/syntax/mltranspose-not-a-function-pointer.md
- skills/bigquery-ml/syntax/mltrial_info.md
- skills/bigquery-ml/syntax/mlvalidate_data_drift.md
- skills/bigquery-ml/syntax/mlvalidate_data_skew.md
- skills/bigquery-ml/syntax/mlweights.md
- skills/bigquery-ml/syntax/model-free-time-series-decomposition-mltrend-mlseasonality-mldetect_change_points.md
- skills/bigquery-ml/syntax/model-introspection-mlfeature_info-mltraining_info-mltrial_info.md
- skills/bigquery-ml/syntax/model-monitoring-data-validation.md
- skills/bigquery-ml/syntax/numerical-scalers-mlstandard_scaler-mlmin_max_scaler-mlmax_abs_scaler-mlrobust_scaler-mlnormalizer.md
- skills/bigquery-ml/syntax/onnx.md
- skills/bigquery-ml/syntax/pca.md
- skills/bigquery-ml/syntax/point-in-time-feature-retrieval-mlfeatures_at_time-mlentity_features_at_time.md
- skills/bigquery-ml/syntax/quick-comparison.md
- skills/bigquery-ml/syntax/random_forest_classifier-random_forest_regressor.md
- skills/bigquery-ml/syntax/remote-remote-model-over-a-vertex-ai-endpoint-the-mechanism.md
- skills/bigquery-ml/syntax/tensorflow.md
- skills/bigquery-ml/syntax/tensorflow_lite.md
- skills/bigquery-ml/syntax/text-preprocessing-functions-mlngrams-mltf_idf-mlbag_of_words.md
- skills/bigquery-ml/syntax/timesfm-built-in-foundation-forecaster-see-bigquery-ai.md
- skills/bigquery-ml/syntax/transform_only.md
- skills/bigquery-ml/syntax/xgboost.md
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