Search Results for "log monitor"

...Understanding the properties of data as it moves through applications is essential to keeping your ML/AI pipeline stable and improving your user experience, whether your pipeline is built for production or experimentation. WhyLogs is an open source statistical logging library that allows data science and ML teams to effortlessly profile ML/AI pipelines and applications, producing log files that can be used for monitoring, alerts, analytics, and error analysis. WhyLogs calculates approximate statistics for datasets of any size up to TB-scale, making it easy for users to identify changes in the statistical properties of a model's inputs or outputs. Using approximate statistics allows the package to run on minimal infrastructure and monitor an entire dataset, rather than miss outliers and other anomalies by only using a sample of the data to calculate statistics.

Biorec is an open source control software written for Windows operating systems to provide data logging, process monitoring and control for pilot and laboratory scale BioFlo® series (Eppendorf AG, Hamburg/Germany) fermentors/bioreactors. The supported models are BioFlo® III and BioFlo® 3000 (other models have not been tested in action). Biorec supports process automation through a user programming environment that allows controlling pumps, temperature or agitation by mathematical...