Introducing Slice and Explain - Automated Insights for your AI Models - Fiddler

Today, we're announcing the launch of an industry-first integrated AI Analytics Workflow powered by Explainable AI, 'Slice and Explain', to expand Fiddler's industry leading AI explanations. Explainable AI, a topic of research until recently, is now mainstream. But ML practitioners still struggle to utilize it to get meaningful insights from their AI models, detect potential ML bias, debug customer complaints and analyse overall performance. Slice and Explain (S&E) was developed to resemble the'Drill-down Model Analysis' paradigm of data scientists and business analysts. In this paradigm, the user begins at the global dataset level with global explanations and data insights to get a sense of which input data most affects the overall model output (e.g. Using these insights and their domain knowledge of the data, the user then drills down to understand how the model behaves for a specific region, or slice, of the data (e.g.