What is Fiddler AI?
Fiddler AI is a cutting-edge observability and security platform designed specifically for monitoring and protecting AI and machine learning models. This comprehensive solution provides real-time insights, robust security measures, and seamless integration capabilities to ensure optimal performance and security of your AI and ML systems. Fiddler AI empowers organizations to confidently leverage AI technology by identifying and mitigating potential vulnerabilities while delivering actionable data for continuous model optimization.
How to use Fiddler AI?
Begin by integrating Fiddler AI into your existing AI and ML infrastructure through its flexible API or SDK. Once deployed, the platform automatically monitors model performance and security metrics in real-time. Set up custom alert thresholds for specific performance indicators or security parameters. When anomalies or potential threats are detected, Fiddler AI generates automated notifications. Use the intuitive dashboard to analyze detailed performance analytics and security reports, then implement recommended optimizations to enhance model reliability and trustworthiness.
Core features of Fiddler AI?
Advanced model monitoring tracks key performance indicators and data drift in real-time. Automated security alerts detect and notify users of potential vulnerabilities or suspicious activities. In-depth performance analytics provide comprehensive insights into model behavior and efficiency. Seamless integration capabilities work with popular ML frameworks and deployment environments. Actionable optimization recommendations help improve model accuracy and reduce operational risks through continuous learning and improvement mechanisms.
