Evidently AI
The open-source ML observability platform
Description:
Evidently AI is an open-source machine learning (ML) monitoring and observability platform that helps data scientists and ML engineers evaluate, test, and monitor ML models from validation to production. It provides a centralized hub for ML in production, including data quality monitoring, data drift monitoring, ML model performance monitoring, and NLP and LLM monitoring. Evidently AI's features include customizable reports, structured checks for data and models, and a Python library for ML monitoring. It is designed to be easy to use, with a simple setup process and a user-friendly interface. Evidently AI is used by over 2,500 data scientists and ML engineers worldwide, and it has been featured in publications such as Forbes, VentureBeat, and TechCrunch.
For Tasks:
For Jobs:
Features
- Evaluate ML models from validation to production
- Monitor data quality, data drift, ML model performance, NLP and LLM
- Create customizable reports
- Run structured checks for data and models
- Use a Python library for ML monitoring
Advantages
- Helps data scientists and ML engineers evaluate, test, and monitor ML models from validation to production
- Provides a centralized hub for ML in production
- Includes data quality monitoring, data drift monitoring, ML model performance monitoring, and NLP and LLM monitoring
- Is easy to use, with a simple setup process and a user-friendly interface
- Is used by over 2,500 data scientists and ML engineers worldwide
Disadvantages
- May require some technical expertise to set up and use
- May not be suitable for all types of ML models
- May not be able to monitor all aspects of ML models
Frequently Asked Questions
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Q:What is Evidently AI?
A:Evidently AI is an open-source machine learning (ML) monitoring and observability platform that helps data scientists and ML engineers evaluate, test, and monitor ML models from validation to production. -
Q:What are the benefits of using Evidently AI?
A:Evidently AI provides a number of benefits, including: * Helps data scientists and ML engineers evaluate, test, and monitor ML models from validation to production * Provides a centralized hub for ML in production * Includes data quality monitoring, data drift monitoring, ML model performance monitoring, and NLP and LLM monitoring * Is easy to use, with a simple setup process and a user-friendly interface * Is used by over 2,500 data scientists and ML engineers worldwide -
Q:How do I get started with Evidently AI?
A:You can get started with Evidently AI by following these steps: 1. Install Evidently AI using the instructions on the Evidently AI website. 2. Create a new Evidently AI project. 3. Add your ML models to the project. 4. Start monitoring your ML models.
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