A3 VS Netdata

Compare A3 vs Netdata and see what are their differences.

A3

Inspired by recent advances in coverage-guided analysis of neural networks, we propose a novel anomaly detection method. We show that the hidden activation values contain information useful to distinguish between normal and anomalous samples. Our approach combines three neural networks in a purely data-driven end-to-end model. Based on the activation values in the target network, the alarm network decides if the given sample is normal. Thanks to the anomaly network, our method even works in strict semi-supervised settings. Strong anomaly detection results are achieved on common data sets surpassing current baseline methods. Our semi-supervised anomaly detection method allows to inspect large amounts of data for anomalies across various applications. (by Fraunhofer-AISEC)
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A3 Netdata
1 118
9 68,252
- 0.7%
0.0 10.0
almost 2 years ago about 22 hours ago
Python C
GNU General Public License v3.0 or later GNU General Public License v3.0 only
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
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A3

Posts with mentions or reviews of A3. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2020-12-31.

Netdata

Posts with mentions or reviews of Netdata. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2024-02-05.

What are some alternatives?

When comparing A3 and Netdata you can also consider the following projects:

alibi-detect - Algorithms for outlier, adversarial and drift detection

Zabbix - Real-time monitoring of IT components and services, such as networks, servers, VMs, applications and the cloud.

awesome-TS-anomaly-detection - List of tools & datasets for anomaly detection on time-series data.

cadvisor - Analyzes resource usage and performance characteristics of running containers.

NAB - The Numenta Anomaly Benchmark

LibreNMS - Community-based GPL-licensed network monitoring system

ElastiFlow - Network flow analytics (Netflow, sFlow and IPFIX) with the Elastic Stack

Munin - Main repository for munin master / node / plugins

Nagios - Nagios Core

node_exporter - Exporter for machine metrics

Performance Co-Pilot - Performance Co-Pilot

truenas-influxdb-grafana - TrueNAS customized dashboard using Grafana and InfluxDb time series database