Fiddler Ai

Fiddler AI is a comprehensive software that offers AI Observability, ML Model Monitoring, and Explainable AI. It helps improve models and applications by providing actionable insights and explaining the reasons behind predictions. With Fiddler, data scientists can confidently deliver ML solutions for mission-critical projects at scale.

Key Features:

1. AI Observability: Fiddler's AI Observability feature allows users to standardize LLM (Lifecycle Model Management) and MLOps (Machine Learning Operations) practices. It provides metrics as well as explanations for issues that may arise when predictive models or generative AI models degrade in performance.

2. ML Model Monitoring: Fiddler enables monitoring of machine learning models throughout their lifecycle. Users can track model performance, detect anomalies, and receive alerts when issues occur. This ensures that models are continuously optimized for accuracy and reliability.

3. Explainable AI: Fiddler's Explainable AI feature helps users understand why predictions are made by providing transparent explanations of model decisions. This promotes trust in the model's outputs and facilitates compliance with ethical guidelines.

Use Cases:

- Predictive Models: Fiddler can be used to monitor predictive models used in various industries such as finance, healthcare, e-commerce, etc., ensuring they maintain high performance levels.

- Generative AI Models: For applications like image generation or natural language processing where generative models are utilized, Fiddler helps identify any degradation in output quality.

- Responsible AI Development: By offering explainability features, Fiddler assists organizations in building responsible and secure artificial intelligence systems while adhering to regulatory requirements.

How to Use:

1. Standardize LLM Practices: Implement best practices for managing the lifecycle of machine learning models using Fiddler's built-in tools.

2. Monitor Model Performance: Set up monitoring dashboards within the platform to track key metrics related to your machine learning models.

3. Receive Alerts: Configure alerts to be notified when anomalies or issues are detected, allowing for timely intervention and optimization.

4. Utilize Explainability Features: Use Fiddler's explainable AI capabilities to gain insights into model decisions and ensure transparency.

Conclusion:

Fiddler AI is a powerful tool that offers AI Observability, ML Model Monitoring, and Explainable AI. It empowers data scientists to deliver reliable machine learning solutions at scale by providing actionable insights, continuous monitoring, and transparent explanations of model decisions. With Fiddler, organizations can build responsible and secure artificial intelligence systems while maintaining high performance levels in predictive and generative models.