What is Evidently AI?
Evidently AI positions itself as a comprehensive open-source and commercial platform dedicated to monitoring and evaluating machine learning models in production.
What can Evidently AI do?
- Track model performance: Continuously monitor the performance of deployed ML models, identifying potential issues like accuracy degradation, data drift, or bias.
- Visualize insights: Generate comprehensive visualizations to understand model behavior, allowing informed decision-making about model maintenance and improvement.
- Alerts and notifications: Set up customizable alerts to receive notifications when specific performance metrics fall outside acceptable ranges, enabling proactive problem identification.
- Explainable AI (XAI): Gain deeper insights into model predictions by leveraging Explainable AI techniques, understanding how the model arrives at its outputs.
What plans does Evidently AI offer?
Evidently AI operates under a dual model:
- Open-source library: Freely available for download and use, offering core functionalities for building custom monitoring and evaluation pipelines.
- Evidently Enterprise (paid plans): Provides a hosted platform and additional features like:
- Pre-built dashboards and integrations with popular cloud platforms.
- Advanced anomaly detection and root cause analysis capabilities.
- Dedicated support and training resources.
Specific details and pricing information for Evidently Enterprise are available on their website.
Who benefits from Evidently AI?
- Data scientists and ML engineers: Monitor and troubleshoot deployed models, ensuring their performance remains optimal and meets business requirements.
- MLOps professionals: Integrate Evidently AI into their ML pipelines, fostering continuous monitoring and ensuring model reliability in production environments.
- Application developers: Gain insights into model behavior and identify potential issues that might impact user experience or application functionality.
- Businesses and organizations: Gain confidence in the performance of their ML models, mitigate risks associated with model degradation, and make informed decisions about model maintenance and improvement.
Ready to ensure the smooth operation and reliability of your machine learning models in production?
Explore Evidently AI, both its open-source library and potentially its commercial offerings, to learn how it can empower you to effectively monitor, evaluate, and understand the performance of your crucial ML assets. By actively monitoring your models, you can maintain their effectiveness and maximize their positive impact on your business or organization.
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