Posts

Showing posts from February, 2025

New Post

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

-
Image
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 – Based on the reproductive mechanisms of poplar trees. Two Key Processes : Sexual Propagation (Seed Dispersal) – Uses wind to spread seeds, allowing broad exploration. Asexual Reproduction (Cuttings) – Strong branches grow ...
Post a Comment
Read more

Brain Storm Optimization Algorithm || Step-By-Step || ~xRay Pixy

-
Image
Learn Brainstorm optimization (BSO) algorithm step-by-step using examples. Video Chapters: BSO Algorithm 00:00 Introduction 02:33 Brainstorming Process 03:10 Example 01: Brainstorming Process in Real-Life 05:25 Brain Strom Optimization 08:39 Example 02 14:09 BSO Steps 17:51 Conclusion The Brain Storm Optimization (BSO) algorithm is a swarm intelligence method inspired by human brainstorming. It aims to find optimal solutions by combining clustering, exploration, and exploitation techniques. Why is BSO Useful? It balances global search (exploration) and local search (exploitation) efficiently. It avoids getting stuck in local optima by introducing diversity in solution generation. It is adaptable and can be integrated with machine learning techniques like clustering. Key Concepts: Solution Clustering: Solutions are grouped into clusters to refine the search space. Exploration (Divergent Thinking): New solutions are generated far from existing clusters to discove...
Post a Comment
Read more

AI and Deep Learning for Ear Infection Detection ~xRay Pixy

-
Image
Learn how AI and deep learning revolutionize ear infection detection, enabling accurate, fast, and automated diagnosis using advanced image processing and machine learning techniques. Video Chapters: Ear Infection Detection using AI and DL 00:00 Introduction 00:14 My Experience with Ear Infections 01:15 Topics Covered 02:24 Ear Infections 02:48 Ear Infection Signs 03:55 Ear Infection Preventions 04:29 Ear Infection Types 05:19 Ear Infection Causes 06:14 How Bacteria and Fungus Grow in Ear 07:26 My Mistakes 08:49 Doctors Advise after Ear Infection 09:45 Ear Infection Common Symptoms 10:37 Automated Ear Infection Detection with Deep Learning AI 15:09 Smartphone Otoscopes 16:04 Conclusion Ear fungus, also known as otomycosis , is a fungal infection of the outer ear canal. If an ear infection is not treated on time, it can lead to serious complications.  Hearing Loss – Persistent infections can damage the eardrum and middle ear structures, leading to partial or permanent hearing loss....
Post a Comment
Read more
More posts