Fiddler AI
Fiddler AI is an MLOps and Model Performance Management (MPM) platform focused on model explainability, monitoring, and responsible AI. It helps enterprises ensure that AI systems are transparent, fair, and operating as intended in real time.
Key Features
Explainable AI (XAI): Visual tools to interpret model decisions for black-box models like deep learning.
Model Monitoring: Real-time tracking for drift, anomalies, and performance degradation.
Bias & Fairness Auditing: Identify and mitigate bias across model predictions.
Custom Alerts & Root Cause Analysis: Actionable insights for model failures or deviations.
Enterprise Integration: Works with popular ML frameworks (e.g., TensorFlow, PyTorch, XGBoost) and deployment environments.
Example Use Cases
Ensuring transparency and compliance in regulated industries (e.g., finance, healthcare)
Monitoring live ML models for drift and bias
Debugging and interpreting high-stakes AI decisions
Centralized observability for all deployed AI systems