Evidence
term_id: evidence
Category: basic_concepts
Definition
In artificial intelligence, evidence refers to empirical data, statistical results, or observable outcomes that substantiate claims about model behavior, accuracy, or effectiveness. It serves as the foundation for decision-making processes, allowing researchers and engineers to verify whether a machine learning algorithm has learned the intended patterns from its training data. Without robust evidence, AI systems lack credibility and reliability in practical applications.
Summary
Data or information used to support a hypothesis or validate an AI model’s performance.
Key Concepts
- Empirical Data
- Validation Metrics
- Statistical Significance
- Proof
Use Cases
- Model validation during testing phases
- A/B testing for feature performance
- Scientific research in AI ethics