Instructions to use InsiderGuard-AI/ueba-models-v6 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Keras
How to use InsiderGuard-AI/ueba-models-v6 with Keras:
# Available backend options are: "jax", "torch", "tensorflow". import os os.environ["KERAS_BACKEND"] = "jax" import keras model = keras.saving.load_model("hf://InsiderGuard-AI/ueba-models-v6") - Notebooks
- Google Colab
- Kaggle
File size: 14,807 Bytes
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"logon_count",
"logoff_count",
"off_hours_logon",
"logon_late_night_count",
"file_open_count",
"file_write_count",
"file_copy_count",
"file_delete_count",
"off_hours_files_accessed",
"file_late_night_count",
"usb_insert_count",
"usb_remove_count",
"off_hours_usb_usage",
"device_late_night_count",
"emails_sent",
"external_emails_sent",
"attachments_sent",
"off_hours_emails",
"email_late_night_count",
"http_total_requests",
"http_visit_count",
"http_download_count",
"http_upload_count",
"http_jobsite_visits",
"http_cloud_storage_visits",
"http_suspicious_site_visits",
"off_hours_http_requests",
"http_long_url_count",
"http_late_night_count",
"pc_seen_before",
"new_pc_after_stable_history",
"logon_hourly_entropy",
"logon_peak_hour_count",
"logon_longest_active_run_minutes",
"file_hourly_entropy",
"file_peak_hour_count",
"file_longest_active_run_minutes",
"device_hourly_entropy",
"device_longest_active_run_minutes",
"email_hourly_entropy",
"email_peak_hour_count",
"http_hourly_entropy",
"http_peak_hour_count",
"pc_prior_use_ratio",
"primary_pc_activity_ratio",
"distinct_pcs_used_prior",
"pcs_used_count",
"non_primary_pc_used_flag",
"non_primary_pc_http_requests_flag",
"non_primary_pc_usb_flag",
"non_primary_pc_file_copy_flag",
"unique_files_accessed",
"unique_recipients",
"unique_domains_visited",
"logon_count_7d_sum",
"logon_count_30d_sum",
"logon_count_1d_over_30d_ratio",
"logoff_count_7d_sum",
"logoff_count_30d_sum",
"logoff_count_1d_over_30d_ratio",
"off_hours_logon_7d_sum",
"off_hours_logon_30d_sum",
"off_hours_logon_1d_over_30d_ratio",
"logon_late_night_count_7d_sum",
"logon_late_night_count_30d_sum",
"logon_late_night_count_1d_over_30d_ratio",
"logon_hourly_entropy_7d_sum",
"logon_hourly_entropy_30d_sum",
"logon_hourly_entropy_1d_over_30d_ratio",
"logon_peak_hour_count_7d_sum",
"logon_peak_hour_count_30d_sum",
"logon_peak_hour_count_1d_over_30d_ratio",
"logon_longest_active_run_minutes_7d_sum",
"logon_longest_active_run_minutes_30d_sum",
"logon_longest_active_run_minutes_1d_over_30d_ratio",
"file_open_count_7d_sum",
"file_open_count_30d_sum",
"file_open_count_1d_over_30d_ratio",
"file_write_count_7d_sum",
"file_write_count_30d_sum",
"file_write_count_1d_over_30d_ratio",
"file_copy_count_7d_sum",
"file_copy_count_30d_sum",
"file_copy_count_1d_over_30d_ratio",
"file_delete_count_7d_sum",
"file_delete_count_30d_sum",
"file_delete_count_1d_over_30d_ratio",
"unique_files_accessed_7d_sum",
"unique_files_accessed_30d_sum",
"unique_files_accessed_1d_over_30d_ratio",
"off_hours_files_accessed_7d_sum",
"off_hours_files_accessed_30d_sum",
"off_hours_files_accessed_1d_over_30d_ratio",
"file_late_night_count_7d_sum",
"file_late_night_count_30d_sum",
"file_late_night_count_1d_over_30d_ratio",
"file_hourly_entropy_7d_sum",
"file_hourly_entropy_30d_sum",
"file_hourly_entropy_1d_over_30d_ratio",
"file_peak_hour_count_7d_sum",
"file_peak_hour_count_30d_sum",
"file_peak_hour_count_1d_over_30d_ratio",
"file_longest_active_run_minutes_7d_sum",
"file_longest_active_run_minutes_30d_sum",
"file_longest_active_run_minutes_1d_over_30d_ratio",
"usb_insert_count_7d_sum",
"usb_insert_count_30d_sum",
"usb_insert_count_1d_over_30d_ratio",
"usb_remove_count_7d_sum",
"usb_remove_count_30d_sum",
"usb_remove_count_1d_over_30d_ratio",
"off_hours_usb_usage_7d_sum",
"off_hours_usb_usage_30d_sum",
"off_hours_usb_usage_1d_over_30d_ratio",
"device_late_night_count_7d_sum",
"device_late_night_count_30d_sum",
"device_late_night_count_1d_over_30d_ratio",
"device_hourly_entropy_7d_sum",
"device_hourly_entropy_30d_sum",
"device_hourly_entropy_1d_over_30d_ratio",
"device_longest_active_run_minutes_7d_sum",
"device_longest_active_run_minutes_30d_sum",
"device_longest_active_run_minutes_1d_over_30d_ratio",
"emails_sent_7d_sum",
"emails_sent_30d_sum",
"emails_sent_1d_over_30d_ratio",
"external_emails_sent_7d_sum",
"external_emails_sent_30d_sum",
"external_emails_sent_1d_over_30d_ratio",
"attachments_sent_7d_sum",
"attachments_sent_30d_sum",
"attachments_sent_1d_over_30d_ratio",
"off_hours_emails_7d_sum",
"off_hours_emails_30d_sum",
"off_hours_emails_1d_over_30d_ratio",
"unique_recipients_7d_sum",
"unique_recipients_30d_sum",
"unique_recipients_1d_over_30d_ratio",
"email_late_night_count_7d_sum",
"email_late_night_count_30d_sum",
"email_late_night_count_1d_over_30d_ratio",
"email_hourly_entropy_7d_sum",
"email_hourly_entropy_30d_sum",
"email_hourly_entropy_1d_over_30d_ratio",
"email_peak_hour_count_7d_sum",
"email_peak_hour_count_30d_sum",
"email_peak_hour_count_1d_over_30d_ratio",
"http_total_requests_7d_sum",
"http_total_requests_30d_sum",
"http_total_requests_1d_over_30d_ratio",
"http_visit_count_7d_sum",
"http_visit_count_30d_sum",
"http_visit_count_1d_over_30d_ratio",
"http_download_count_7d_sum",
"http_download_count_30d_sum",
"http_download_count_1d_over_30d_ratio",
"http_upload_count_7d_sum",
"http_upload_count_30d_sum",
"http_upload_count_1d_over_30d_ratio",
"http_jobsite_visits_7d_sum",
"http_jobsite_visits_30d_sum",
"http_jobsite_visits_1d_over_30d_ratio",
"http_cloud_storage_visits_7d_sum",
"http_cloud_storage_visits_30d_sum",
"http_cloud_storage_visits_1d_over_30d_ratio",
"http_suspicious_site_visits_7d_sum",
"http_suspicious_site_visits_30d_sum",
"http_suspicious_site_visits_1d_over_30d_ratio",
"off_hours_http_requests_7d_sum",
"off_hours_http_requests_30d_sum",
"off_hours_http_requests_1d_over_30d_ratio",
"http_long_url_count_7d_sum",
"http_long_url_count_30d_sum",
"http_long_url_count_1d_over_30d_ratio",
"unique_domains_visited_7d_sum",
"unique_domains_visited_30d_sum",
"unique_domains_visited_1d_over_30d_ratio",
"http_late_night_count_7d_sum",
"http_late_night_count_30d_sum",
"http_late_night_count_1d_over_30d_ratio",
"http_hourly_entropy_7d_sum",
"http_hourly_entropy_30d_sum",
"http_hourly_entropy_1d_over_30d_ratio",
"http_peak_hour_count_7d_sum",
"http_peak_hour_count_30d_sum",
"http_peak_hour_count_1d_over_30d_ratio",
"pcs_used_count_7d_sum",
"pcs_used_count_30d_sum",
"pcs_used_count_1d_over_30d_ratio",
"non_primary_pc_used_flag_7d_sum",
"non_primary_pc_used_flag_30d_sum",
"non_primary_pc_used_flag_1d_over_30d_ratio",
"non_primary_pc_http_requests_flag_7d_sum",
"non_primary_pc_http_requests_flag_30d_sum",
"non_primary_pc_http_requests_flag_1d_over_30d_ratio",
"non_primary_pc_usb_flag_7d_sum",
"non_primary_pc_usb_flag_30d_sum",
"non_primary_pc_usb_flag_1d_over_30d_ratio",
"non_primary_pc_file_copy_flag_7d_sum",
"non_primary_pc_file_copy_flag_30d_sum",
"non_primary_pc_file_copy_flag_1d_over_30d_ratio",
"logon_count_zscore",
"logoff_count_zscore",
"off_hours_logon_zscore",
"logon_late_night_count_zscore",
"logon_hourly_entropy_zscore",
"logon_peak_hour_count_zscore",
"logon_longest_active_run_minutes_zscore",
"file_open_count_zscore",
"file_write_count_zscore",
"file_copy_count_zscore",
"file_delete_count_zscore",
"unique_files_accessed_zscore",
"off_hours_files_accessed_zscore",
"file_late_night_count_zscore",
"file_hourly_entropy_zscore",
"file_peak_hour_count_zscore",
"file_longest_active_run_minutes_zscore",
"usb_insert_count_zscore",
"usb_remove_count_zscore",
"off_hours_usb_usage_zscore",
"device_late_night_count_zscore",
"device_hourly_entropy_zscore",
"device_longest_active_run_minutes_zscore",
"emails_sent_zscore",
"external_emails_sent_zscore",
"attachments_sent_zscore",
"off_hours_emails_zscore",
"unique_recipients_zscore",
"email_late_night_count_zscore",
"email_hourly_entropy_zscore",
"email_peak_hour_count_zscore",
"http_total_requests_zscore",
"http_visit_count_zscore",
"http_download_count_zscore",
"http_upload_count_zscore",
"http_jobsite_visits_zscore",
"http_cloud_storage_visits_zscore",
"http_suspicious_site_visits_zscore",
"off_hours_http_requests_zscore",
"http_long_url_count_zscore",
"unique_domains_visited_zscore",
"http_late_night_count_zscore",
"http_hourly_entropy_zscore",
"http_peak_hour_count_zscore",
"pcs_used_count_zscore",
"non_primary_pc_used_flag_zscore",
"non_primary_pc_http_requests_flag_zscore",
"non_primary_pc_usb_flag_zscore",
"non_primary_pc_file_copy_flag_zscore",
"logon_count_zscore_90d",
"logoff_count_zscore_90d",
"off_hours_logon_zscore_90d",
"logon_late_night_count_zscore_90d",
"logon_hourly_entropy_zscore_90d",
"logon_peak_hour_count_zscore_90d",
"logon_longest_active_run_minutes_zscore_90d",
"file_open_count_zscore_90d",
"file_write_count_zscore_90d",
"file_copy_count_zscore_90d",
"file_delete_count_zscore_90d",
"unique_files_accessed_zscore_90d",
"off_hours_files_accessed_zscore_90d",
"file_late_night_count_zscore_90d",
"file_hourly_entropy_zscore_90d",
"file_peak_hour_count_zscore_90d",
"file_longest_active_run_minutes_zscore_90d",
"usb_insert_count_zscore_90d",
"usb_remove_count_zscore_90d",
"off_hours_usb_usage_zscore_90d",
"device_late_night_count_zscore_90d",
"device_hourly_entropy_zscore_90d",
"device_longest_active_run_minutes_zscore_90d",
"emails_sent_zscore_90d",
"external_emails_sent_zscore_90d",
"attachments_sent_zscore_90d",
"off_hours_emails_zscore_90d",
"unique_recipients_zscore_90d",
"email_late_night_count_zscore_90d",
"email_hourly_entropy_zscore_90d",
"email_peak_hour_count_zscore_90d",
"http_total_requests_zscore_90d",
"http_visit_count_zscore_90d",
"http_download_count_zscore_90d",
"http_upload_count_zscore_90d",
"http_jobsite_visits_zscore_90d",
"http_cloud_storage_visits_zscore_90d",
"http_suspicious_site_visits_zscore_90d",
"off_hours_http_requests_zscore_90d",
"http_long_url_count_zscore_90d",
"unique_domains_visited_zscore_90d",
"http_late_night_count_zscore_90d",
"http_hourly_entropy_zscore_90d",
"http_peak_hour_count_zscore_90d",
"pcs_used_count_zscore_90d",
"non_primary_pc_used_flag_zscore_90d",
"non_primary_pc_http_requests_flag_zscore_90d",
"non_primary_pc_usb_flag_zscore_90d",
"non_primary_pc_file_copy_flag_zscore_90d",
"logon_count_rolling_delta",
"logoff_count_rolling_delta",
"off_hours_logon_rolling_delta",
"logon_late_night_count_rolling_delta",
"logon_hourly_entropy_rolling_delta",
"logon_peak_hour_count_rolling_delta",
"logon_longest_active_run_minutes_rolling_delta",
"file_open_count_rolling_delta",
"file_write_count_rolling_delta",
"file_copy_count_rolling_delta",
"file_delete_count_rolling_delta",
"unique_files_accessed_rolling_delta",
"off_hours_files_accessed_rolling_delta",
"file_late_night_count_rolling_delta",
"file_hourly_entropy_rolling_delta",
"file_peak_hour_count_rolling_delta",
"file_longest_active_run_minutes_rolling_delta",
"usb_insert_count_rolling_delta",
"usb_remove_count_rolling_delta",
"off_hours_usb_usage_rolling_delta",
"device_late_night_count_rolling_delta",
"device_hourly_entropy_rolling_delta",
"device_longest_active_run_minutes_rolling_delta",
"emails_sent_rolling_delta",
"external_emails_sent_rolling_delta",
"attachments_sent_rolling_delta",
"off_hours_emails_rolling_delta",
"unique_recipients_rolling_delta",
"email_late_night_count_rolling_delta",
"email_hourly_entropy_rolling_delta",
"email_peak_hour_count_rolling_delta",
"http_total_requests_rolling_delta",
"http_visit_count_rolling_delta",
"http_download_count_rolling_delta",
"http_upload_count_rolling_delta",
"http_jobsite_visits_rolling_delta",
"http_cloud_storage_visits_rolling_delta",
"http_suspicious_site_visits_rolling_delta",
"off_hours_http_requests_rolling_delta",
"http_long_url_count_rolling_delta",
"unique_domains_visited_rolling_delta",
"http_late_night_count_rolling_delta",
"http_hourly_entropy_rolling_delta",
"http_peak_hour_count_rolling_delta",
"pcs_used_count_rolling_delta",
"non_primary_pc_used_flag_rolling_delta",
"non_primary_pc_http_requests_flag_rolling_delta",
"non_primary_pc_usb_flag_rolling_delta",
"non_primary_pc_file_copy_flag_rolling_delta",
"off_hours_activity_flag",
"usb_file_activity_flag",
"external_comm_activity_flag",
"jobsite_usb_activity_flag",
"suspicious_upload_flag",
"cloud_upload_flag",
"non_primary_pc_risk_flag",
"logon_count_peer_zscore",
"logoff_count_peer_zscore",
"off_hours_logon_peer_zscore",
"logon_late_night_count_peer_zscore",
"logon_hourly_entropy_peer_zscore",
"logon_peak_hour_count_peer_zscore",
"logon_longest_active_run_minutes_peer_zscore",
"file_open_count_peer_zscore",
"file_write_count_peer_zscore",
"file_copy_count_peer_zscore",
"file_delete_count_peer_zscore",
"unique_files_accessed_peer_zscore",
"off_hours_files_accessed_peer_zscore",
"file_late_night_count_peer_zscore",
"file_hourly_entropy_peer_zscore",
"file_peak_hour_count_peer_zscore",
"file_longest_active_run_minutes_peer_zscore",
"usb_insert_count_peer_zscore",
"usb_remove_count_peer_zscore",
"off_hours_usb_usage_peer_zscore",
"device_late_night_count_peer_zscore",
"device_hourly_entropy_peer_zscore",
"device_longest_active_run_minutes_peer_zscore",
"emails_sent_peer_zscore",
"external_emails_sent_peer_zscore",
"attachments_sent_peer_zscore",
"off_hours_emails_peer_zscore",
"unique_recipients_peer_zscore",
"email_late_night_count_peer_zscore",
"email_hourly_entropy_peer_zscore",
"email_peak_hour_count_peer_zscore",
"http_total_requests_peer_zscore",
"http_visit_count_peer_zscore",
"http_download_count_peer_zscore",
"http_upload_count_peer_zscore",
"http_jobsite_visits_peer_zscore",
"http_cloud_storage_visits_peer_zscore",
"http_suspicious_site_visits_peer_zscore",
"off_hours_http_requests_peer_zscore",
"http_long_url_count_peer_zscore",
"unique_domains_visited_peer_zscore",
"http_late_night_count_peer_zscore",
"http_hourly_entropy_peer_zscore",
"http_peak_hour_count_peer_zscore",
"pcs_used_count_peer_zscore",
"non_primary_pc_used_flag_peer_zscore",
"non_primary_pc_http_requests_flag_peer_zscore",
"non_primary_pc_usb_flag_peer_zscore",
"non_primary_pc_file_copy_flag_peer_zscore"
] |