Inference

Inference is an application designed to facilitate model monitoring and diagnostics, particularly in machine learning environments. It provides a structured approach to logging and analyzing model performance by capturing inputs and outputs from model serving endpoints. This capability allows users to monitor data quality, debug production issues, and optimize model performance over time.

Key features of Inference include the ability to continuously log model requests and responses, which are stored in a structured format. This data can be used to identify trends, detect data drift, and assess model execution times. Additionally, Inference supports the creation of training datasets by integrating logged data with ground truth labels, enabling continuous model improvement.

By leveraging Inference, users can enhance their model's reliability and accuracy, ensuring that it remains effective in real-world applications. The app's focus on model monitoring and optimization makes it a valuable tool for data scientists and developers working in AI and machine learning environments.