What are Shapley Values?
Shapley values come from a part of math called cooperative game theory. They help distribute payoffs among players by looking at their contribution to the whole payoff. In machine learning, Shapley values show the role each feature plays in a model's decision. They help figure out how each feature of a complex model affects its prediction. Lundberg and Lee made the use of Shapley values in machine learning well-known in 2017.
Why are Shapley Values Important?
Shapley values matter because:
- Model Interpretability: Shapley values offer a simple and solid method to explain complex machine learning models. They help in understanding how each feature has an influence on the model's predictions.
- Fairness and Transparency: By attributing predictions to specific features, Shapley values boost the transparency of machine learning models, which is important for uses needing explainability, like finance and healthcare.
- Regulatory Compliance: In many regulated fields such as banking and insurance, understanding and explaining model predictions is needed to meet regulatory needs. Shapley values offer a strong structure to achieve these needs.
What are the Benefits of Using Shapley Values?
hapley values have a role in machine learning to clarify individual predictions and overall feature importance. This aids in debugging models selecting features, and building trust in the model.Shapley values find use in NLP models to reveal how specific words or phrases contribute to predictions. This aids tasks like sentiment analysis and text classification where being able to explain is crucial.Shapley values aid general AI projects by shedding light on model behavior. This is crucial in applications that involve critical decisions where it's necessary to understand the reasons behind predictions.
How Alltius AI Enables Organizations to use shapley values?
Alltius' provides leading enterprise AI technology for enterprises and governments to harness and extract value from their current data using variety of technologies. Alltius' Gen AI platform enables companies to create, train, deploy and maintain AI assistants for sales, support agents and customers in a matter of a day. Alltius platform is based on 20+ years of experience at leading researchers at Wharton, Carnegie Mellon and University of California and excels in improving customer experience at scale using Gen AI assistants catered to customer's needs. Alltius' successful projects included but are not limited to Insurance(Assurance IQ), SaaS (Matchbook), Banks, Digital Lenders, Financial Services (AngelOne) and Industrial sector(Tacit).
If you're looking to implement Gen AI projects and check out Alltius - schedule a demo or start a free trial.
Schedule a demo to get a free consultation with our AI experts on your Gen AI projects and usecases.
