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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
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PSO Based PID Controller Parameter Tuning || Step-By-Step || ~xRay Pixy

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Learn Tuning of (PID) Controller Using Particle Swarm Optimization (PSO) Algorithm. Video Chapters: PSO - PID 00:00 Introduction 00:26 Topics Covered  01:54 What is PID Controller? 02:48 Why PID Controller? 03:17 PID Controller Requirements 03:45 PID Controller Disadvantages 03:54 Simple Feedback System 05:07 Parameter Tuning 05:50 PID Controller Diagram 08:00 Propagation Term 08:59 Integral Term 09:41 Derivative Term 10:56 PID Controller Mathematical Forms 12:39 PID Controller Types 12:50 How to Tune PID Controller Parameters 13:56 PID Controller Implementation 15:17 Algorithms used for PID Controller Parameters Tuning 11:18 PID Controller Parameter Tuning using PSO 20:30 Conclusion  
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