Reseñas y detalles del producto de Arize AI

Arize AI offers a comprehensive platform for monitoring machine learning models in real-time. The platform's ability to provide actionable insights into model drift, data issues, and performance degradation is particularly impressive. The user interface is intuitive, making it easy to track and understand the health of deployed models. The integration capabilities with various ML frameworks are also a significant upside, streamlining the process of setting up and monitoring models. Reseña recopilada por y alojada en G2.com.

While Arize AI offers a robust set of features, there can be a learning curve for those new to ML operations. Some advanced features might require a deeper understanding of the platform, and the documentation, while extensive, could be overwhelming for beginners. It would be beneficial if there were more beginner-friendly tutorials or guided walkthroughs. Reseña recopilada por y alojada en G2.com.

El producto es nítido y entendí cómo funciona a través de cursos. Tiene casi todo para el monitoreo de modelos y otras características importantes. Ayuda en todas las operaciones de ML. Reseña recopilada por y alojada en G2.com.

Arize AI, si no me equivoco, es como un panel de control. Habría sido mejor si hubiera una especie de API donde pudiéramos aprovechar las características a través de un paquete. Reseña recopilada por y alojada en G2.com.

Their search and retrieval functionality is excellent, with a diverse set of tools for various issues that can come up. The langchain integration is also immensly helpful. Reseña recopilada por y alojada en G2.com.

They have not released their prompt improvement tool kit yet which could add significant value to the platform as a whole. Improving propmt flow is very relevant to most LLM related work today. Reseña recopilada por y alojada en G2.com.

Optimización del marco de MLOps

Análisis de retroalimentación

Enfoque de agrupamiento para el análisis de datos

Documentación para implementación rápida Reseña recopilada por y alojada en G2.com.

La navegación del software es un poco complicada de entender al principio. Solo instancia en la nube del software, y es necesario compartir todos los datos en la nube. Reseña recopilada por y alojada en G2.com.

We like that it shows visualizations of feature values, model scores, and prediction volume; it also lets users configure alerts on drift conditions. These features serve our ML monitoring needs well.

Arize's engineering/support team is very responsive. Our installation had to be on a private cloud on premises, and the Arize team provided excellent guidance and support in getting it set up. We are able to work directly with subject matter experts within hours of requesting assistance. The Arize team holds regularly check-ins to collect feedback. They continuously create enhancements and new features based on our feedback. From what I can tell, the engineering team works in a truely agile environment. Reseña recopilada por y alojada en G2.com.

The UMAP that visualizes embeddings could run faster. That said, rendering performance seems to be a common issue for many charting tools plotting huge datasets on the front end. Reseña recopilada por y alojada en G2.com.

El equipo es muy receptivo y está abierto a los cambios propuestos. Reseña recopilada por y alojada en G2.com.

La interfaz de usuario no es muy autoexplicativa, por lo tanto, las personas pueden sentirse un poco reacias a incorporarse. Reseña recopilada por y alojada en G2.com.

- Drift detection functionality. I also like that you can specify custom bin sizes and can drill into bins to see distribution changes.

- Model performance segmentation - being able to filter model performance metrics by tags and feature values Reseña recopilada por y alojada en G2.com.

- Model explainability section could be more useful if it showed feature effects in addition to importance (like a SHAP summary plot) Reseña recopilada por y alojada en G2.com.

Me ayuda a visualizar qué problemas han ocurrido en mi modelo y me ayuda a mejorar el rendimiento, todo en cuestión de pocos clics y configuraciones de plantillas. Proporciona un panel muy amigable con diferentes vistas para diferentes partes interesadas. Reseña recopilada por y alojada en G2.com.

Hay muchos gráficos de visualización, lo cual puede ser un punto a favor, pero también podría llevar a una sobrecarga de opciones si no se reduce a cuál es más apropiado. Reseña recopilada por y alojada en G2.com.

The platform is constantly improving, and the team at Arize is helpful and receptive to feature requests and general feedback. Reseña recopilada por y alojada en G2.com.

The platform itself is great, but from a management perspective, I would like more developed management API's and support for fine-grained RBAC. Reseña recopilada por y alojada en G2.com.

As an executive, I can log in and quickly understand the health of our models and the data feeding them. Reseña recopilada por y alojada en G2.com.

My Data scientists have suggested that they would like to interact with a UI less. They would also like more custom capabilities. Finally, there was a request to have the data "closer" to the training data so that it is easier to debug. Reseña recopilada por y alojada en G2.com.