Рет қаралды 49
Harnessing Time Series Data for MLOps: Anomaly Detection, Forecasting, and LLM Applications with Suyash Joshi, Senior Developer Advocate at InfluxData.
This talk will explore:
How to use time series databases like InfluxDB for monitoring, anomaly detection, and forecasting in MLOps,
Using Facebook’s Prophet for forecasting and Isolation Forest for detecting anomalies in real-time metrics,
How Large Language Models (LLMs) can analyze events and identify unusual patterns to enhance cybersecurity and application monitoring, and
See a live code demo showcasing real-time anomaly detection, forecasting trends, and analyzing events and metrics with time series data on InfluxDB (available on GitHub)