Artificial Intelligence, Machine Learning, Llm, Fine Tuning, Mlops.
critical before deployment. Best practices include: Quantitative Evaluation Perplexity, accuracy, F1, and other metrics on holdout validation datasets Confusion matrices to inspect error patterns Statistical significance testing to compare vs. baselines Qualitative Evaluation Manual review by