Evidently AI
Evidently AI is an open-source tool designed to assist data scientists and machine learning engineers in evaluating, testing, and monitoring machine learning models. It supports a range of data types, including tabular data, natural language processing, and large language models. Evidently AI is built to be integrated into the model lifecycle from validation to production, offering a suite of features that enable users to conduct ad hoc checks, scale to a complete monitoring platform, and visualize data and model quality for exploration and debugging.
Evidently AI Facts
Starting Price: Free
Pricing Model: Per Month
Free Trial: Yes
Free Plan: Available
Languages: Supports over 30 languages
Established: 2020
What is Evidently AI?
Evidently AI provides a comprehensive solution for monitoring machine learning models, particularly useful for data scientists and ML engineers. It is an open-source platform that offers a range of tools for evaluating and testing ML models across various stages of development. With Evidently AI, users can start with simple checks and scale up to a full-fledged monitoring system, all within a consistent API and metrics framework. The platform is designed to be user-friendly, offering beautiful and shareable reports that give a comprehensive view of data and model quality, which is crucial for exploring and debugging models.
How Does Evidently AI Work?
Evidently AI operates through a modular approach, comprising Reports, Test Suites, and a Monitoring Dashboard. It allows users to turn predictions into metrics and those metrics into actionable insights via dashboards. Users can customize what data to collect, ranging from individual metrics to complete statistical data snapshots. The Evidently Python library captures metrics, summaries, and test results, which can be sent from anywhere in the pipeline, whether in batch or real-time. The results can then be visualized on a monitoring dashboard, allowing users to explore their data over time, customize views, and collaborate with team members. This flexibility makes it an integral part of existing workflows, regardless of where models are deployed.
Evidently AI Features
Interactive Reports and Visualizations
Evidently AI generates interactive reports that provide rich visual analysis and debugging capabilities for data scientists and ML engineers, enhancing the understanding of model performance.
Automated Model Monitoring
The tool offers automated monitoring capabilities, allowing users to proactively catch and resolve production model issues, ensuring optimal performance and continuous improvement.
Customizable Test Suites
Evidently AI includes customizable test suites that can be tailored to specific data and model quality checks, facilitating structured evaluation and validation processes.
Integration with ML Pipelines
Evidently AI can be seamlessly integrated into existing machine learning pipelines, regardless of where models are deployed, making it a versatile tool for a variety of workflows.
Open-Source Community Support
As an open-source platform, Evidently AI benefits from community support, including contributions, feedback, and a collaborative environment for discussing ML in production.
Extensive Documentation and Tutorials
The platform provides comprehensive documentation and tutorials, making it easier for users to get started and effectively utilize the tool for their machine learning model monitoring needs.
Evidently AI Pricing Plan
Evidently AI offers 3 pricing plans:
Free Plan: This plan is designed for individuals or small teams just starting with AI monitoring. It includes basic monitoring features, access to community support, and the ability to monitor up to 2 models. The plan is free of charge.
Professional Plan: Aimed at small to medium-sized businesses, this plan offers advanced monitoring features, priority support, and the ability to monitor up to 10 models. The pricing for this plan is $50 per month, with a discounted rate of $540 for an annual subscription.
Enterprise Plan: This plan is tailored for large organizations requiring extensive monitoring capabilities, including unlimited model monitoring, dedicated support, and custom integration options. Pricing is based on specific needs and requires contacting the sales team for a quote.
Evidently AI accepts credit cards, PayPal, and bank wire transfers for payment.
Who Should Use Evidently AI?
Evidently AI is ideal for data scientists, machine learning engineers, and AI product managers who need to monitor and evaluate the performance of their machine learning models in production. It’s also suitable for teams looking to implement AI governance and ensure their models remain fair, transparent, and compliant. Whether you’re part of a small startup or a large enterprise, Evidently AI offers scalable solutions to fit your monitoring needs.
Evidently AI FAQs
What types of machine learning models can Evidently AI monitor?
Evidently AI is versatile and capable of monitoring a wide range of machine learning models, including those based on tabular data, natural language processing (NLP), and large language models (LLMs). This makes it a suitable tool for a variety of applications, from simple regression models to complex deep learning applications. Its design caters to the needs of data scientists and machine learning engineers, offering comprehensive monitoring capabilities across different stages of the model lifecycle, from validation to production.
How does Evidently AI integrate with existing ML pipelines?
Evidently AI is designed to seamlessly integrate into existing machine learning pipelines. It offers a consistent API and metrics framework, allowing for easy incorporation without disrupting current workflows. Users can start with simple ad hoc checks and scale to a complete monitoring platform, all within the same tool. This flexibility ensures that Evidently AI can be adopted by teams regardless of their current setup, facilitating the monitoring and evaluation of models in production environments.
Is Evidently AI suitable for teams without extensive technical expertise?
Yes, Evidently AI is built with a focus on usability, making it accessible to teams with varying levels of technical expertise. Its comprehensive documentation, tutorials, and community support via platforms like Discord make it easier for users to get started and effectively utilize the tool. The interactive reports and visualizations provide intuitive insights into model performance, allowing even those with limited technical background to understand and act on the information presented.
Can Evidently AI help with model debugging?
Absolutely, Evidently AI excels in helping users debug machine learning models. It generates useful, beautiful, and shareable reports that offer a comprehensive view of data and model quality. These reports are designed to facilitate exploration and debugging, highlighting potential issues with models or data that may need attention. This feature is particularly valuable for data scientists and ML engineers looking to ensure their models perform as expected in production environments.
What kind of support does Evidently AI offer?
Evidently AI provides support through a variety of channels. Being an open-source platform, it benefits from a vibrant community of users and contributors who offer support, share insights, and discuss best practices in machine learning production. Additionally, users can join the Evidently AI Discord community to get support, contribute to the project, and chat about machine learning in production. This community-driven approach ensures that users have access to a wealth of knowledge and experience.
How does Evidently AI handle data privacy and security?
While specific details on data privacy and security measures are not provided, open-source tools like Evidently AI typically allow for deployment within a user’s own infrastructure, giving them control over their data. Users can implement their own data privacy and security protocols in line with their organization’s policies. Additionally, being open-source, the codebase is available for review, allowing users to assess and modify it as needed to meet their security requirements.
What makes Evidently AI different from other ML monitoring tools?
Evidently AI distinguishes itself through its open-source nature, comprehensive monitoring capabilities, and ease of integration into existing ML pipelines. It supports a wide range of machine learning models and offers interactive reports and visualizations that aid in model evaluation and debugging. The tool’s design facilitates both ad hoc checks and full-scale monitoring within a consistent framework. Moreover, its vibrant community support and extensive documentation make it a valuable resource for teams of all sizes.
Is there a cost to using Evidently AI?
Evidently AI is an open-source tool, which means it is available for free. Users can download, use, and modify the software without any cost. This makes it an accessible option for individuals, startups, and enterprises looking to implement machine learning model monitoring without a significant financial investment. However, for those requiring advanced features or dedicated support, there may be additional services or products offered at a cost.
Evidently AI Conclusion
Evidently AI stands out as a comprehensive, open-source machine learning monitoring and observability tool designed to cater to the needs of data scientists and ML engineers. Its ability to support a wide range of machine learning models, seamless integration into existing pipelines, and user-friendly features such as interactive reports and customizable test suites make it a valuable asset for teams aiming to ensure the optimal performance of their AI applications. With its community-driven support and extensive documentation, Evidently AI is well-positioned to assist teams in navigating the complexities of machine learning model monitoring, making it a go-to tool for those in the field.