{"guid":"5c91b437-fd11-56ab-9319-ff6750dac007","title":"Beyond Dashboards: Wie man aus Timeseries Daten Signale generiert","subtitle":null,"slug":"2023-266-beyond-dashboards-wie-man-aus-timeseries-daten-signale-generiert","link":"https://talks.mrmcd.net/2023/talk/WTVF3K/","description":"Talk über die Nische angewandter ML Methoden auf Timeseries Daten. In diesen Beispielen mit InfluxDB2 als Timeseries Datestore. \nÜber meinen Weg von der Wahl der Methode über die implementierung einer ML Pipeline bis zur Visualisierung in einem Grafana Dashboard aus Sicht eines nicht-Mathematikers.\n\nIch werde ein bisschen berichten über:\n\n- Anomalieerkennung going MAD(): Theorie und Praxis mit dem medium absolute deviation Algorithmus.\n- Forecasting von Timeseriesdaten mit prophet, pandas und InfluxDB und Grafana","original_language":"deu","persons":["mephisto"],"tags":["mrmcd23","266","2023","Darmstadt","mrmcd23"],"view_count":181,"promoted":false,"date":"2023-09-03T11:10:00.000+02:00","release_date":"2023-09-03T00:00:00.000+02:00","updated_at":"2026-03-31T03:30:04.737+02:00","length":1635,"duration":1635,"thumb_url":"https://static.media.ccc.de/media/conferences/mrmcd/mrmcd23/266-5c91b437-fd11-56ab-9319-ff6750dac007.jpg","poster_url":"https://static.media.ccc.de/media/conferences/mrmcd/mrmcd23/266-5c91b437-fd11-56ab-9319-ff6750dac007_preview.jpg","timeline_url":"https://static.media.ccc.de/media/conferences/mrmcd/mrmcd23/266-5c91b437-fd11-56ab-9319-ff6750dac007.timeline.jpg","thumbnails_url":"https://static.media.ccc.de/media/conferences/mrmcd/mrmcd23/266-5c91b437-fd11-56ab-9319-ff6750dac007.thumbnails.vtt","frontend_link":"https://media.ccc.de/v/2023-266-beyond-dashboards-wie-man-aus-timeseries-daten-signale-generiert","url":"https://api.media.ccc.de/public/events/5c91b437-fd11-56ab-9319-ff6750dac007","conference_title":"MRMCD 2023 - 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