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BQML # XGBoost Classifier\n\n\n## Objective\n- Explore \u0026 preprocess a Google Analytics 4 data sample in BigQuery for machine learning.\n- Train BQML XGBoost classifier to predict user churn on a mobile gaming application.\n- Tune BQML XGBoost classifier using BigQuery ML hyperparameter tuning features.\n- Evaluate the performance of BQML XGBoost classifier.\n- Explain XGBoost model with BQML Explainable AI global feature attributions.\n- Generate batch predictions with your BQML XGBoost model.\n- Export BQML XGBoost model to Google Cloud Storage bucket.\n- Upload \u0026 deploy a BQML XGBoost model to Vertex AI Prediction Endpoint for online predictions.\n\n\n\n## Deploy BigQuery ML Customer Churn Classifier to Vertex AI for Online Predictions \n\n![churnxgb001.png](./media/churnxgb001.png)\n\n![churnxgb002.png](./media/churnxgb002.png)\n\n![churnxgb003.png](./media/churnxgb003.png)\n\n![churnxgb004.png](./media/churnxgb004.png)\n\n![churnxgb005.png](./media/churnxgb005.png)\n\n![churnxgb006.png](./media/churnxgb006.png)\n\n![churnxgb007.png](./media/churnxgb007.png)\n\n![churnxgb008.png](./media/churnxgb008.png)\n\n![churnxgb009.png](./media/churnxgb009.png)\n\n![churnxgb010.png](./media/churnxgb010.png)\n\n![churnxgb011.png](./media/churnxgb011.png)\n\n![churnxgb012.png](./media/churnxgb012.png)\n\n![churnxgb013.png](./media/churnxgb013.png)\n\n![churnxgb014.png](./media/churnxgb014.png)\n\n![churnxgb015.png](./media/churnxgb015.png)\n\n![churnxgb016.png](./media/churnxgb016.png)\n\n![churnxgb017.png](./media/churnxgb017.png)\n\n![churnxgb018.png](./media/churnxgb018.png)\n\n![churnxgb019.png](./media/churnxgb019.png)\n\n![churnxgb020.png](./media/churnxgb020.png)\n\n![churnxgb021.png](./media/churnxgb021.png)\n\n![churnxgb022.png](./media/churnxgb022.png)\n\n\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmiozilla%2Fchurnxgb","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmiozilla%2Fchurnxgb","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmiozilla%2Fchurnxgb/lists"}