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Confusion Matrix with Real-Life Examples || Artificial Intelligence || ~...

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Learn about the Confusion Matrix with Real-Life Examples. A confusion matrix is a table that shows how well an AI model makes predictions. It compares the actual results with the predicted ones and tells which are right or wrong. It includes True Positive (TP), False Positive (FP), False Negative (FN), and True Negative (TN). Video Chapters: Confusion Matrix in Artificial Intelligence 00:00 Introduction 00:12 Confusion Matrix 03:48 Metrices Derived from Confusion Matrix 04:26 Confusion Matrix Example 1 05:44 Confusion Matrix Example 2 08:10 Confusion Matrix Real-Life Uses #artificialintelligence #machinelearning #confusionmatrix #algorithm #optimization #research #happylearning #algorithms #meta #optimizationtechniques #swarmintelligence #swarm #artificialintelligence #machinelearning

PART 2 || Diversification in PSO || Diversity Analysis in Metaheuristic...

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Learn how to perform diversity analysis in metaheuristic algorithms step-by-step. Video Chapters:  Diversity Analysis in Metaheuristic Algorithms 00:00 Introduction 00:10 Methods to Balance Selection 03:08 Enhance Diversification in PSO and Prevent Premature Convergence 06:58 Diversity Maintaining Strategies in Optimization Algorithms 11:04 Diversity-Based Indicators  13:02 Conclusion
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