Model Evaluation and Validation

20 lessons in AI Fundamentals

• Ranking Metrics on Imbalanced DataCode Quiz
• PR vs ROC on Imbalanced Fraud DataQuiz
• PR vs ROC on Imbalanced DataFlashcard
• Metrics for Imbalanced DataSlides / Video
• Cross-Validation on Time-Series DataCode Quiz
• Metric & Validation Strategy SelectionQuiz
• Choosing Metrics and Validation StrategyFlashcard
• Choosing Metrics and ValidationSlides / Video
• Cross-Validation Data Leakage BugCode Quiz
• Cross-Validation on Imbalanced DataQuiz
• Metrics & Cross-ValidationFlashcard
• Evaluation Metrics & Cross-ValidationSlides / Video
• Data Leakage in Model EvaluationCode Quiz
• Recognizing OverfittingQuiz
• Overfitting & Bias-Variance TradeoffSlides / Video
• Overfitting & Bias-Variance TradeoffFlashcard
• Core Evaluation Metrics at a GlanceSlides / Video
• Splits and Cross-Validation BasicsSlides / Video
• Common Evaluation Metrics OverviewFlashcard
• Data Splits and Cross-Validation BasicsFlashcard