Understanding Predictions

Explore how features influence predictions through global explanations and feature relevance scores effectively.

Empowering Explainable AI Solutions for Everyone

At Stratoshield XAI, we focus on global explanation, feature relevance, and example-based methods to create insightful, interpretable AI models tailored to enhance understanding and trust in AI predictions.

Large blue letters 'AI' stand prominently on a surface covered with a pattern of hexagonal shapes. Dark swirling lines intersect around the letters, creating a sense of motion and complexity. The background has a metallic sheen with a futuristic, digital style.
Large blue letters 'AI' stand prominently on a surface covered with a pattern of hexagonal shapes. Dark swirling lines intersect around the letters, creating a sense of motion and complexity. The background has a metallic sheen with a futuristic, digital style.
Transforming AI into a clear ally.

Stratoshield

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Global Explanations

Discover how features influence predictions through model-specific global explanations tailored for interpretability.

Feature Relevance

Understand the importance of each feature in predictions with computational relevance scores and comparisons.

A detailed model of a military aircraft is displayed with its landing gear extended and canopy open. The aircraft features various details, including a tail number 102, and is equipped with missiles under its wings. The model is set against a neutral, light background.
A detailed model of a military aircraft is displayed with its landing gear extended and canopy open. The aircraft features various details, including a tail number 102, and is equipped with missiles under its wings. The model is set against a neutral, light background.
Example-Based Insights

Explore model-agnostic methods that explain predictions through specific instances for better understanding.

Gain clarity on predictions by leveraging example-based interpretability methods that enhance user comprehension.

Instance Explanations
A close-up view of a scale architectural model featuring intricate white structures with geometric patterns. Vertical blue columns accentuate the composition, providing contrast against the white elements. The model has a modern and simplistic design.
A close-up view of a scale architectural model featuring intricate white structures with geometric patterns. Vertical blue columns accentuate the composition, providing contrast against the white elements. The model has a modern and simplistic design.
A detailed architectural model features several modern buildings arranged in a complex. The structures have geometric designs with large windows and beige exteriors. Scale model trees with light foliage are interspersed between the buildings, all placed on a grid-patterned surface that simulates an urban planning layout.
A detailed architectural model features several modern buildings arranged in a complex. The structures have geometric designs with large windows and beige exteriors. Scale model trees with light foliage are interspersed between the buildings, all placed on a grid-patterned surface that simulates an urban planning layout.