Evidently AI
2024-08-20T07:01:00+00:00
Evidently AI
Generated by AI —— Evidently AI
Evidently AI is an innovative open-source framework designed to evaluate, test, and monitor AI-powered applications, ensuring their performance and reliability across various stages of development and deployment. With over 100 built-in checks ranging from classification to Retrieval-Augmented Generation (RAG), Evidently AI provides comprehensive insights and monitoring capabilities both offline and in live environments. This versatile tool allows users to easily add custom metrics and Large Language Model (LLM) judges, enhancing its adaptability to specific needs.
Related Categories - Evidently AI
Key Features of Evidently AI
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ML observability
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Data drift detection
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Data quality monitoring
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Model performance tracking
Target Users of Evidently AI
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Data Scientists
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MLOps Engineers
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Machine Learning Engineers
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AI/ML Product Managers
Target User Scenes of Evidently AI
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As a Data Scientist, I want to evaluate and monitor data quality in my ML pipelines to ensure robust model performance
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As an MLOps Engineer, I need to detect and analyze data drift in AI models to maintain their accuracy over time
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As a Machine Learning Engineer, I want to track and visualize model performance metrics to understand and improve model effectiveness
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As an AI/ML Product Manager, I need to customize and add metrics for specific AI applications to meet our product's unique requirements
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As an MLOps Engineer, I want to integrate Evidently AI into my existing MLOps workflows to streamline monitoring and evaluation processes.