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Evidently AI - AI Observability and ML Monitoring Platform

Aug 21, 2024 - news.bensbites.com
The markdown data discusses the features and benefits of Evidently, a predictive machine learning (ML) tool used for evaluating input and output quality for predictive tasks. It offers ML observability, data drift detection, data quality monitoring, and model performance tracking. Evidently provides early warnings on model decay, monitors changes in text, tabular data, and embeddings, and helps in spotting nulls, duplicates, unexpected values, and range violations in production pipelines. It also ensures that models comply with expectations when deployed, retrained, and updated.

The data also includes testimonials from various professionals who have used Evidently in their companies. They praise the tool for its ability to monitor data distribution, link model performance metrics to training data, and flag model drift and data quality issues. Evidently is also lauded for its user-friendly visualization, detailed documentation, and flexibility. It is used for continuous model monitoring, data quality testing, and production data drift monitoring. The tool is appreciated for its ease of use, comprehensive suite of tests, and the ability to enhance the user experience of MLOps platforms.

Key takeaways:

  • Evidently AI offers ML observability, data drift detection, data quality monitoring, and model performance tracking.
  • The tool provides early warnings on model decay, monitors changes in text, tabular data and embeddings, and detects shifts in model inputs and outputs.
  • It is used by thousands of companies, with testimonials highlighting its usefulness in monitoring data distribution, identifying data quality issues, and enhancing the user experience of MLOps platforms.
  • Evidently AI offers a free 30-day trial with no credit card required, and potential users can book a personalized 1:1 demo with the team.
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