Join your Bell peers for the next webinar in our series, “Anomaly detection and outage prevention using OpenSource and AI/ML.”
With the increased amount of metrics flowing in, it is getting harder to see the signals within the noise. The current state of the art is to graph out metrics on dashboards and alert on thresholds.
In this talk, we will highlight and demonstrate an application that leverages machine learning algorithms, such as fourier analysis and the prophet anomaly model, to perform time series forecasting and predict anomalous behavior in the metrics. Using the Red Hat® OpenShift® platform and other open source tooling, the application ingests actual data, compares this data with a ML-synthesized set of values, and flags any perceived anomaly. The machine learning component allows the application to learn seasonality, or high level shifts in threshold values over time.
We leverage Prometheus for time series data work, an open-source monitoring and alerting toolkit. Prometheus is the chosen application to do monitoring across multiple products and platforms. Application teams can benefit from it by real-time alerting of their system and application metrics. The time series forecasting performed by the models can be used by developers to update and enhance their systems to tackle the anomalies in the future.
Time: 12:00 p.m. - 1:00 p.m.
Date: Thursday, October 28, 2021
Any questions? Please email amassey@redhat.com
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SESSION | TIME |
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REGISTRATION & BREAKFAST | 7:30 AM – 8:30 AM |
WELCOME lorem ipsum |
8:30 AM – 8:45 AM |
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8:45 AM – 9:15 AM |
BREAK NETWORKING |
9:15 AM – 9:30 AM |
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9:30 AM – 10:30 AM |
BREAK NETWORKING & SNACKS |
10:30 AM – 10:45 AM |
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10:45 AM – 11:45 AM |
BREAK NETWORKING |
11:45 AM – 12:00 PM |
Lorem Ipsum
Lorem ipsum dolor sit amet, consectetur adipiscing elit. Suspendisse porta, nibh nec fringilla dignissim, purus ex tempus ex, eu elementum nisl massa imperdiet risus. Etiam nec orci placerat, tempor dolor eu, viverra libero. |
12:00 PM – 12:45 PM |
CLOSING REMARKS John Doe, Partner-In-Charge of Nonprofit |
12:45 PM – 12:55 PM |
LUNCH & NETWORKING | 12:55 PM – 2:00 PM |
Location:
BlueJeans
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Time: X:XX a.m. - X:XX p.m.
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