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Avascular Necrosis (AVN) || Early Detection, Better Outcomes || ~xRay Pixy

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Avascular Necrosis (AVN) is a condition where blood flow to the bone is reduced, causing bone cells to die. This leads to pain, joint damage, and difficulty in movement, especially in the hip. Early diagnosis and proper treatment can prevent permanent bone damage and improve quality of life. Video Chapter: AVN 00:00 Introduction 00:45 What is AVN? 01:55 About Bone Tissue 02:49 AVN Causes 03:38 AVN Symptoms 04:11 AVN Diagnosis 04:56 AVN of femoral head 05:33 How AVN Develops 07:28 Conclusions #optimization #algorithm #metaheuristic #robotics #deeplearning #ArtificialIntelligence #MachineLearning #computervision #research #projects #thesis #Python #optimizationproblem #optimizationalgorithms 

Metaheuristic Optimization Algorithms in Web Mining, Text Clustering, Bi...

Metaheuristic Optimization Algorithms in Big Data, Web Mining and Text Clustering.


Metaheuristic optimization algorithms are best swarm intelligence methods and widely used today in Big Data, Web Mining AND Text clustering. Using metaheuristic optimization algorithms we can solve complex Machine Learning problems. 

Clustering: Clustering is a common text mining technique. We can used clustering technique for the representation of Dataset that contain similarities between objects. We can use clustering in Web mining, Image Processing, Sentiment Analysis, Data Clustering, Text document clustering, and Text classification. Clustering technique is classified into 3 classes:
1.) Overlapping
2.) Partitioning
3.) Hierarchical 

In Partitioning Process we can use metaheuristic optimization approaches. Partitioning process is used for the transformation of any given problem into optimization problem. Partitioning process is based on either minimization or maximization. Partitioning methods are applied in:
- Computer Science for Web mining, Image processing and Image Pattern Recognition.
- In robotics
- In wireless sensor network

Metaheuristic Approaches can be used to solve big data and clustering problems:
- Swarm based optimization algorithms
- Evolutionary Algorithms
- Physics based optimization Algorithms
- Art based optimization algorithms
- Bio-inspired optimization algorithms


This video is based on role of Metaheuristic Optimization Algorithm on the Text Clustering applications, Big Data and Web Mining. and text clustering.
Video Timestamps:
Introduction: 00:00
Metaheuristic Optimization Algorithms Role: 00:25
Text Clustering: 01:12
Clustering Techniques: 02:20
Fitness Function: 02:32
Partitioning Methods: 03:02
Clustering Example: 04:04
Clustering Process: 05:06
Text Clustering Problem: 06:54
Metaheuristic Optimization Algorithms in Text Clustering: 07:46
Text clustering measures: 09:19
Web Document Clustering: 09:30


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