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Poplar Optimization Algorithm || Step-By-Step || ~xRay Pixy

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The Poplar Optimization Algorithm (POA) is a nature-inspired optimization method based on how poplar trees reproduce. It uses sexual propagation (seed dispersal by wind) for exploration and asexual reproduction (cutting and regrowth) for exploitation. Mutation and chaos factors help maintain diversity and prevent premature convergence, making POA efficient for solving complex optimization problems. Learn the Poplar Optimization Algorithm Step-By-Step using Examples. Video Chapters: Poplar Optimization Algorithm (POA) 00:00 Introduction 02:12 POA Applications 03:32 POA Steps 05:50 Execute Algorithm 1 13:45 Execute Algorithm 2 16:38 Execute Algorithm 3 18:15 Conclusion Main Points of the Poplar Optimization Algorithm (POA) Nature-Inspired Algorithm ā€“ Based on the reproductive mechanisms of poplar trees. Two Key Processes : Sexual Propagation (Seed Dispersal) ā€“ Uses wind to spread seeds, allowing broad exploration. Asexual Reproduction (Cuttings) ā€“ Strong branches grow ...

Soft Computing - Neural Networks || Module 2 || ~xRay Pixy


Video Chapters: Soft Computing Module 2 - Neural Networks
00:00 Introduction
00:39 Topics Covered in Video
01:19 Neural Network Basics
05:12 Problem 01 - Calculate Net Input to Output Neuron
06:33 Artificial Neural Network Terminologies
06:54 Weights
07:59 Bias
08:13 Threshold
08:33 Learning Rate
08:49 Momemtum Factor
09:03 Problem 02 - Calculate Output of Neuron (Y) using Activation Function
09:30 Activation Function
12:42 Problem 02 - Solution
15:25 Neural Network Types
15:38 Simple Neural Network
16:08 Single Feedforward Neural Network
16:41 Multilayer Feedforward Neural Network
17:21 Single Layer Recurrent Network
17:50 Multilayer Recurrent Network
17:52 Perceptron
21:57 Multilayer Perceptron
22:15 Adaline -Its Training and Capabilities
22:59 Conclusion


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