Thu.Jan 04, 2024

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Measuring the importance of data quality to causal AI success

Dynatrace

Traditional analytics and AI systems rely on statistical models to correlate events with possible causes. While this approach can be effective if the model is trained with a large amount of data, even in the best-case scenarios, it amounts to an informed guess, rather than a certainty. That’s where causal AI can help. Causal AI is a different approach that goes beyond event correlations to understand the underlying reasons for trends and patterns.

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Machine Learning and AI in IIoT Monitoring: Predictive Maintenance and Anomaly Detection

DZone

The Industrial Internet of Things ( IIoT ) has revolutionized the industrial landscape, providing organizations with unprecedented access to real-time data from connected devices and machines. This wealth of data holds the key to improving operational efficiency, reducing downtime, and ensuring the longevity of industrial assets. One of the most transformative applications of IIoT is predictive maintenance and anomaly detection, made possible by the integration of Machine Learning ( ML) and Arti

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OpenTelemetry services analysis and endpoint detection made easier with Dynatrace unified services

Dynatrace

Great news: OpenTelemetry endpoint detection, analyzing OpenTelemetry services, and visualizing Istio service mesh metrics just got easier. With the launch of unified services for OpenTelemetry, Dynatrace enables teams to analyze multiple aspects of OpenTelemetry services in a single view. Here’s more about unified services and how the capability enhances OpenTelemetry observability.

Metrics 169
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MySQL General Tablespaces: A Powerful Storage Option for Your Data

Percona

Managing storage and performance efficiently in your MySQL database is crucial, and general tablespaces offer flexibility in achieving this. This blog discusses general tablespaces and explores their functionalities, benefits, and practical usage, along with illustrative examples. What are MySQL general tablespaces? In contrast to the single system tablespace that holds system tables by default, general tablespaces are user-defined storage containers for multiple InnoDB tables.

Storage 90
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Responsible AI must-haves for unified observability and security

Dynatrace

Artificial intelligence is rapidly transforming the world around us, with applications based on AI emerging in virtually every industry and sector. This trend has accelerated with the recent democratization of access to generative AI -driven solutions. However, as AI systems become more complex and sophisticated, organizations are learning that they need to ensure the AI they use is responsible and trustworthy.