Fiddler AI

Fiddler AI is an enterprise AI observability platform that helps organizations monitor, explain, validate, and optimize machine learning models and large language model (LLM) applications in production. It provides tools for model performance monitoring, data drift detection, explainability, evaluation, and AI governance. This pre-configured Ubuntu 26.04 LTS environment includes the Fiddler AI Python Client, Python 3, and supporting dependencies for integrating with Fiddler AI deployments and building AI monitoring workflows.

Features of Fiddler AI:

• Provides comprehensive monitoring for machine learning models and LLM applications.
• Supports data drift, concept drift, and performance degradation detection.
• Includes explainability tools for understanding model predictions and behavior.
• Enables evaluation and comparison of LLM outputs and AI application performance.
• Offers alerting and observability capabilities for production AI systems.
• Supports fairness analysis and responsible AI monitoring workflows.
• Integrates with existing MLOps, data science, and machine learning pipelines.
• Includes the Fiddler AI Python Client and Python 3 on Ubuntu 26.04 LTS.

Fiddler AI usage:

$ sudo su
$ cd /opt/fiddler
$ source venv/bin/activate
$ pip show fiddler-client

Disclaimer: Fiddler AI is an AI observability and monitoring platform designed for machine learning and large language model applications. Users are responsible for configuring, securing, validating, and maintaining their AI models, datasets, integrations, monitoring policies, and compliance requirements according to their organizational and regulatory standards.