<?xml version="1.0" encoding="UTF-8"?>
<urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9" xmlns:news="http://www.google.com/schemas/sitemap-news/0.9" xmlns:xhtml="http://www.w3.org/1999/xhtml" xmlns:image="http://www.google.com/schemas/sitemap-image/1.1" xmlns:video="http://www.google.com/schemas/sitemap-video/1.1">
    
  <url>
    <loc>https://kumo.ai/docs/UItoSDK</loc>
    <lastmod>2026-04-03T21:21:35.175Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/aws-s3</loc>
    <lastmod>2026-04-03T21:21:35.169Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/baselines</loc>
    <lastmod>2026-04-03T21:21:35.173Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/batch-prediction</loc>
    <lastmod>2026-04-03T21:21:35.232Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/batch-prediction-outputs</loc>
    <lastmod>2026-04-03T21:21:35.171Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/browsers</loc>
    <lastmod>2026-04-03T21:21:35.229Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/classification</loc>
    <lastmod>2025-10-03T19:53:12.114Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/coding-agents/kumo-rfm</loc>
    <lastmod>2026-03-20T05:06:49.827Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/coding-agents/kumo-tuning</loc>
    <lastmod>2026-03-20T05:06:49.824Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/coding-agents/overview</loc>
    <lastmod>2026-03-20T05:06:49.822Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/column-preprocessing</loc>
    <lastmod>2026-04-03T21:21:35.265Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/configuring-sso</loc>
    <lastmod>2026-04-03T21:21:35.268Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/consumer-privacy</loc>
    <lastmod>2026-04-03T21:21:35.262Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/create-graph</loc>
    <lastmod>2026-04-03T21:21:35.261Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/data-connectors</loc>
    <lastmod>2026-04-03T21:21:35.260Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/data-processing-addendum</loc>
    <lastmod>2025-08-13T00:12:54.226Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/databricks-connector</loc>
    <lastmod>2026-04-03T21:21:35.305Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/databricks-native-application</loc>
    <lastmod>2026-04-03T21:21:35.315Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/databricks-security</loc>
    <lastmod>2026-04-03T21:21:35.320Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/deployment-modes</loc>
    <lastmod>2026-04-03T21:21:35.308Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/evaluation</loc>
    <lastmod>2026-04-03T21:21:35.352Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/examples/best-time-to-send</loc>
    <lastmod>2026-04-03T21:21:35.350Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/examples/bizops-demand-forecast</loc>
    <lastmod>2026-04-03T21:21:35.351Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/examples/bizops-entity-resolution</loc>
    <lastmod>2026-04-03T21:21:35.349Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/examples/bizops-shipment-delay</loc>
    <lastmod>2026-04-03T21:21:35.392Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/examples/business-operations</loc>
    <lastmod>2026-04-03T21:21:35.388Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/examples/fraud</loc>
    <lastmod>2026-04-03T21:21:35.403Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/examples/fraud-chargeback-abuse</loc>
    <lastmod>2026-04-03T21:21:35.384Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/examples/fraud-credit-card</loc>
    <lastmod>2026-04-03T21:21:35.383Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/examples/fraud-detection-demo</loc>
    <lastmod>2025-12-08T20:48:14.629Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/examples/fraud-money-laundering</loc>
    <lastmod>2026-04-03T21:21:35.389Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/examples/fraud-payback-abuse</loc>
    <lastmod>2026-04-03T21:21:35.386Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/examples/growth-anti-targeting</loc>
    <lastmod>2026-04-03T21:21:35.407Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/examples/growth-churn</loc>
    <lastmod>2026-04-03T21:21:35.387Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/examples/growth-feature-adoption</loc>
    <lastmod>2025-10-10T17:37:51.613Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/examples/growth-lead-scoring</loc>
    <lastmod>2026-04-03T21:21:35.435Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/examples/growth-ltv</loc>
    <lastmod>2026-04-03T21:21:35.441Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/examples/growthmarketing</loc>
    <lastmod>2025-12-08T22:08:55.166Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/examples/notebooks</loc>
    <lastmod>2025-08-14T04:23:56.367Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/examples/personalization</loc>
    <lastmod>2026-04-03T21:21:35.440Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/examples/predictive-query</loc>
    <lastmod>2026-04-03T21:21:35.438Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/examples/pzn-buy-it-again</loc>
    <lastmod>2026-04-03T21:21:35.439Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/examples/pzn-cold-start</loc>
    <lastmod>2026-04-03T21:21:35.437Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/examples/pzn-email-recommendations</loc>
    <lastmod>2026-04-03T21:21:35.480Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/examples/pzn-hybrid-graph-neural-networks</loc>
    <lastmod>2025-12-08T20:48:15.717Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/examples/pzn-related-items</loc>
    <lastmod>2026-04-03T21:21:35.482Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/examples/pzn-search-browse-reranking</loc>
    <lastmod>2026-04-03T21:21:35.477Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/examples/pzn-try-something-new</loc>
    <lastmod>2026-04-03T21:21:35.471Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/explainability</loc>
    <lastmod>2026-04-03T21:21:35.479Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/google-cloud-bigquery</loc>
    <lastmod>2026-04-03T21:21:35.521Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/how-distributed-training-works</loc>
    <lastmod>2025-10-03T19:53:15.287Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/installing-the-databricks-native-app</loc>
    <lastmod>2026-04-03T21:21:35.561Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/link-prediction</loc>
    <lastmod>2025-10-03T19:53:16.668Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/local-data-upload</loc>
    <lastmod>2026-04-03T21:21:35.562Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/model-plan-intuition</loc>
    <lastmod>2026-04-03T21:21:35.596Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/model-planner</loc>
    <lastmod>2026-04-03T21:21:35.590Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/model-risk-management</loc>
    <lastmod>2025-12-08T20:48:16.725Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/overview</loc>
    <lastmod>2026-04-03T21:21:35.592Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/pquery-structure</loc>
    <lastmod>2026-04-03T21:21:35.637Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/predictive-query</loc>
    <lastmod>2026-04-03T21:21:35.634Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/privacy-policy</loc>
    <lastmod>2026-04-03T21:21:35.633Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/private-link</loc>
    <lastmod>2026-04-03T21:21:35.639Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/quick-start/fine-tune</loc>
    <lastmod>2026-04-07T23:37:54.648Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/quick-start/rfm</loc>
    <lastmod>2026-04-07T23:57:47.905Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/quotas-and-limits</loc>
    <lastmod>2026-04-03T21:21:35.635Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/activation</loc>
    <lastmod>2026-04-03T21:21:35.679Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/and</loc>
    <lastmod>2026-04-03T21:21:35.674Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/assuming</loc>
    <lastmod>2026-04-03T21:21:35.678Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/avg</loc>
    <lastmod>2026-04-03T21:21:35.673Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/base_lr</loc>
    <lastmod>2026-04-03T21:21:35.671Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/batch_size</loc>
    <lastmod>2026-04-03T21:21:35.673Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/column_processing</loc>
    <lastmod>2026-04-03T21:21:35.667Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/contains</loc>
    <lastmod>2026-04-03T21:21:35.675Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/count</loc>
    <lastmod>2026-04-03T21:21:35.672Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/count_distinct</loc>
    <lastmod>2026-04-03T21:21:35.669Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/distance_measure</loc>
    <lastmod>2026-04-03T21:21:35.723Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/early_stopping</loc>
    <lastmod>2026-04-03T21:21:35.721Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/end_time</loc>
    <lastmod>2026-04-03T21:21:35.740Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/ends_with</loc>
    <lastmod>2026-04-03T21:21:35.724Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/first</loc>
    <lastmod>2026-04-03T21:21:35.715Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/for-each</loc>
    <lastmod>2026-04-03T21:21:35.719Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/forecast_length</loc>
    <lastmod>2026-04-03T21:21:35.718Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/forecast_type</loc>
    <lastmod>2026-04-03T21:21:35.716Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/gnn_aggregation</loc>
    <lastmod>2026-04-03T21:21:35.713Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/gnn_channels</loc>
    <lastmod>2026-04-03T21:21:35.790Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/gnn_model</loc>
    <lastmod>2026-04-03T21:21:35.787Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/gt_channels</loc>
    <lastmod>2026-04-03T21:21:35.794Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/gt_dropout</loc>
    <lastmod>2026-04-03T21:21:35.792Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/gt_model</loc>
    <lastmod>2026-04-03T21:21:35.781Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/gt_num_heads</loc>
    <lastmod>2026-04-03T21:21:35.783Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/gt_num_layers</loc>
    <lastmod>2026-04-03T21:21:35.784Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/gt_positional_encodings</loc>
    <lastmod>2026-04-03T21:21:35.780Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/handle_new_target_entities</loc>
    <lastmod>2026-04-03T21:21:35.778Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/in</loc>
    <lastmod>2026-04-03T21:21:35.785Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/is_not_null</loc>
    <lastmod>2026-04-03T21:21:35.833Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/is_null</loc>
    <lastmod>2026-04-03T21:21:35.834Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/lag_timesteps</loc>
    <lastmod>2026-04-03T21:21:35.832Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/last</loc>
    <lastmod>2026-04-03T21:21:35.842Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/like</loc>
    <lastmod>2026-04-03T21:21:35.837Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/link_prediction_arch</loc>
    <lastmod>2025-08-13T00:12:55.598Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/list_distinct</loc>
    <lastmod>2026-04-03T21:21:35.831Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/loss</loc>
    <lastmod>2026-04-03T21:21:35.830Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/lr_scheduler</loc>
    <lastmod>2026-04-03T21:21:35.829Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/majority_sampling_ratio</loc>
    <lastmod>2026-04-03T21:21:35.836Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/max</loc>
    <lastmod>2026-04-03T21:21:35.880Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/max_epochs</loc>
    <lastmod>2026-04-03T21:21:35.883Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/max_steps_per_epoch</loc>
    <lastmod>2026-04-03T21:21:35.882Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/max_test_steps</loc>
    <lastmod>2026-04-03T21:21:35.888Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/max_val_steps</loc>
    <lastmod>2026-04-03T21:21:35.892Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/metrics</loc>
    <lastmod>2026-04-03T21:21:35.889Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/min</loc>
    <lastmod>2026-04-03T21:21:35.884Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/module</loc>
    <lastmod>2026-04-03T21:21:35.887Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/normalization</loc>
    <lastmod>2026-04-03T21:21:35.886Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/not</loc>
    <lastmod>2026-04-03T21:21:35.925Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/not-like</loc>
    <lastmod>2026-04-03T21:21:35.885Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/not_contains</loc>
    <lastmod>2026-04-03T21:21:35.922Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/num_experiments</loc>
    <lastmod>2026-04-03T21:21:35.921Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/num_neighbors</loc>
    <lastmod>2026-04-03T21:21:35.916Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/num_post_message_passing_layers</loc>
    <lastmod>2026-04-03T21:21:35.920Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/num_pre_message_passing_layers</loc>
    <lastmod>2026-04-03T21:21:35.922Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/or</loc>
    <lastmod>2026-04-03T21:21:35.918Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/output_embedding_dim</loc>
    <lastmod>2026-04-03T21:21:35.917Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/page</loc>
    <lastmod>2026-04-03T21:21:35.963Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/page-1</loc>
    <lastmod>2026-04-03T21:21:35.919Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/page-2</loc>
    <lastmod>2026-04-03T21:21:35.926Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/page-3</loc>
    <lastmod>2026-04-03T21:21:35.965Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/page-4</loc>
    <lastmod>2026-04-03T21:21:35.979Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/page-5</loc>
    <lastmod>2026-04-03T21:21:35.960Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/pq-reference-overview</loc>
    <lastmod>2026-04-03T21:21:35.964Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/predict</loc>
    <lastmod>2026-04-03T21:21:35.959Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/prediction_time_encodings</loc>
    <lastmod>2026-04-03T21:21:35.956Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/rank</loc>
    <lastmod>2026-04-03T21:21:35.957Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/ranking_embedding_loss_coeff</loc>
    <lastmod>2026-04-03T21:21:35.959Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/refit_full</loc>
    <lastmod>2026-04-03T21:21:35.961Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/refit_trainval</loc>
    <lastmod>2026-04-03T21:21:36.021Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/sample_from_entity_table</loc>
    <lastmod>2026-04-03T21:21:36.016Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/split</loc>
    <lastmod>2026-04-03T21:21:36.019Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/start_time</loc>
    <lastmod>2026-04-03T21:21:36.013Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/starts_with</loc>
    <lastmod>2026-04-03T21:21:36.009Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/sum</loc>
    <lastmod>2026-04-03T21:21:36.010Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/target_embedding_mode</loc>
    <lastmod>2026-04-03T21:21:36.014Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/timeframe_step</loc>
    <lastmod>2026-04-03T21:21:36.011Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/train_end_offset</loc>
    <lastmod>2026-04-03T21:21:36.012Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/train_start_offset</loc>
    <lastmod>2026-04-03T21:21:36.074Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/tune_metric</loc>
    <lastmod>2026-04-03T21:21:36.063Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/use_seq_id</loc>
    <lastmod>2026-04-03T21:21:36.061Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/weight_col</loc>
    <lastmod>2026-04-03T21:21:36.058Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/weight_decay</loc>
    <lastmod>2026-04-03T21:21:36.064Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/weight_mode</loc>
    <lastmod>2026-04-03T21:21:36.057Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/where</loc>
    <lastmod>2026-04-03T21:21:36.055Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/reference/year_over_year</loc>
    <lastmod>2026-04-03T21:21:36.065Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/regression</loc>
    <lastmod>2025-10-03T19:53:17.657Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/releases/releases</loc>
    <lastmod>2026-03-10T19:33:12.222Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/releases/releases-2023</loc>
    <lastmod>2025-08-13T00:12:56.151Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/releases/releases-2024</loc>
    <lastmod>2025-12-08T20:48:19.193Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/releases/releases-2025</loc>
    <lastmod>2026-02-17T19:08:43.233Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/rest-api</loc>
    <lastmod>2026-03-10T20:48:10.224Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/rfm/RFM-batch-prediction</loc>
    <lastmod>2026-04-03T21:21:36.116Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/rfm/RFM-build-agent-from-kumorfm-mcp</loc>
    <lastmod>2025-11-06T22:31:28.641Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/rfm/RFM-graph-creation</loc>
    <lastmod>2026-04-03T21:21:36.113Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/rfm/RFM-improve-model-performance</loc>
    <lastmod>2026-04-03T21:21:36.114Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/rfm/RFM-make-predictions</loc>
    <lastmod>2025-11-16T06:13:53.161Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/rfm/RFM-quickstart</loc>
    <lastmod>2026-04-06T23:33:51.268Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/rfm/RFM-understand-explanations</loc>
    <lastmod>2025-11-13T19:50:16.007Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/run-mode</loc>
    <lastmod>2026-04-03T21:21:36.142Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/saas</loc>
    <lastmod>2026-04-03T21:21:36.147Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/security-and-governance</loc>
    <lastmod>2026-04-03T21:21:36.153Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/select-tables</loc>
    <lastmod>2026-04-03T21:21:36.143Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/snowflake-connector</loc>
    <lastmod>2025-12-08T22:08:56.624Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/spcs/installing-kumo-on-spcs</loc>
    <lastmod>2026-04-03T21:21:36.253Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/spcs/kumo-app-schedule-guide</loc>
    <lastmod>2025-10-10T17:37:56.589Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/spcs/snowflake-native-application</loc>
    <lastmod>2026-04-03T21:21:36.188Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/spcs/spcs-estimating-resource-usage</loc>
    <lastmod>2026-04-03T21:21:36.185Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/spcs/spcs-job-concurrency</loc>
    <lastmod>2026-04-03T21:21:36.248Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/spcs/spcs-security</loc>
    <lastmod>2026-04-03T21:21:36.195Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/spcs/spcs-troubleshooting-and-support</loc>
    <lastmod>2026-04-03T21:21:36.187Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/task-types</loc>
    <lastmod>2026-04-03T21:21:36.189Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/temporal-vs-static-pqueries</loc>
    <lastmod>2026-04-03T21:21:36.285Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/training</loc>
    <lastmod>2026-04-03T21:21:36.284Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/can-i-perform-weighted-training</loc>
    <lastmod>2025-08-13T00:12:56.359Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/can-i-tune-model-hyperparameters</loc>
    <lastmod>2026-04-03T21:21:36.304Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/can-i-use-specific-date-and-time-values-in-my-pquery-filters</loc>
    <lastmod>2026-04-03T21:21:36.306Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/column-preprocessing-faq</loc>
    <lastmod>2026-04-03T21:21:36.295Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/column-selection</loc>
    <lastmod>2026-04-03T21:21:36.288Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/data-quality-mistakes-and-how-to-catch-them</loc>
    <lastmod>2025-10-03T19:53:19.060Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/debugging-poor-model-performance</loc>
    <lastmod>2026-04-03T21:21:36.287Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/does-a-missing-score-field-indicate-that-the-column-was-excluded-from-training</loc>
    <lastmod>2025-08-13T00:12:56.446Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/embedding-outputs</loc>
    <lastmod>2026-04-03T21:21:36.341Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/how-and-when-are-timestamps-used-in-kumo</loc>
    <lastmod>2026-04-03T21:21:36.342Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/how-can-i-compare-a-predictive-query-with-an-external-model</loc>
    <lastmod>2025-12-08T20:48:22.387Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/how-can-i-diagnose-problems-with-my-data-pipeline-at-batch-prediction-time</loc>
    <lastmod>2026-04-03T21:21:36.333Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/how-can-i-make-my-training-jobs-run-faster</loc>
    <lastmod>2026-04-03T21:21:36.335Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/how-can-i-start-with-a-smaller-graph-andor-a-downsampled-data-set</loc>
    <lastmod>2026-04-03T21:21:36.331Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/how-can-i-troubleshoot-data-quality-issues-or-problems-with-my-pquery</loc>
    <lastmod>2026-04-03T21:21:36.336Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/how-can-i-use-an-external-model-for-embedding-a-column</loc>
    <lastmod>2026-04-03T21:21:36.338Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/how-do-i-calibrate-my-model</loc>
    <lastmod>2025-12-08T20:48:24.460Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/how-do-i-do-feature-engineering</loc>
    <lastmod>2025-08-13T00:12:56.551Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/how-do-i-generate-predictions-on-new-data-using-a-previously-trained-model</loc>
    <lastmod>2026-04-03T21:21:36.377Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/how-do-i-handle-time-correctness-to-prevent-data-leakage</loc>
    <lastmod>2026-04-03T21:21:36.382Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/how-do-i-initialize-training-from-an-existing-model</loc>
    
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/how-do-i-make-inference-on-a-different-graph</loc>
    <lastmod>2026-04-03T21:21:36.380Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/how-do-i-perform-backtesting-on-a-holdout-dataset</loc>
    <lastmod>2026-04-03T21:21:36.376Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/how-do-i-specify-the-train-validation-test-splits</loc>
    <lastmod>2025-10-17T13:26:03.937Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/how-do-i-use-a-feature-store</loc>
    <lastmod>2026-04-03T21:21:36.379Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/how-does-kumo-handle-data-governance-and-privacy</loc>
    <lastmod>2026-04-03T21:21:36.373Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/how-does-kumo-handle-missing-values-in-my-dataset</loc>
    <lastmod>2026-04-03T21:21:36.374Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/how-does-kumo-handle-the-cold-start-problem-in-ml</loc>
    <lastmod>2026-04-03T21:21:36.413Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/how-does-kumo-handle-timezones-for-timestamp-values</loc>
    <lastmod>2026-04-03T21:21:36.412Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/how-should-i-scalehandle-outliers-in-the-data</loc>
    <lastmod>2025-08-13T00:12:56.662Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/model-improvement</loc>
    <lastmod>2026-04-03T21:21:36.409Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/table-linkages</loc>
    <lastmod>2026-04-03T21:21:36.411Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/what-happens-if-the-predictions-per-entity-value-in-batch-predictions-differs-from-the-initial-pquerys-rank-top-k-value</loc>
    <lastmod>2026-04-03T21:21:36.414Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/what-is-anchor-time-and-why-is-it-important</loc>
    <lastmod>2026-01-06T21:31:25.251Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/what-is-the-recommended-way-to-reduce-model-training-time</loc>
    <lastmod>2026-04-03T21:21:36.410Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/what-mechanisms-does-kumo-provide-to-detect-data-leakage</loc>
    <lastmod>2026-04-03T21:21:36.461Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/what-model-architectures-does-kumo-incorporate-into-its-gnn-design-search-space</loc>
    <lastmod>2026-04-03T21:21:36.457Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/what-types-of-data-can-kumo-ingest</loc>
    <lastmod>2026-04-03T21:21:36.456Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/which-datasets-should-i-use-for-my-predictive-query</loc>
    <lastmod>2025-12-08T22:08:58.178Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/troubleshooting/why-is-my-pquery-is-underperforming-for-a-particular-subset-of-data</loc>
    <lastmod>2025-08-13T00:12:56.795Z</lastmod>
  </url>

  <url>
    <loc>https://kumo.ai/docs/virtual-private-cloud</loc>
    <lastmod>2026-04-03T21:21:36.458Z</lastmod>
  </url>
</urlset>