Cluster
(คลัสเตอร์)
Definition
Cluster (คลัสเตอร์) Hard Skill
A cluster refers to a grouping or collection of similar items, data points, or objects, often used in computing and data analysis to organize information into meaningful subsets or groups.
Expertise Level
Level 1
Basic
1. Understands the concept of grouping similar items together.
2. Can identify simple clusters in small data sets or collections.
3. Familiar with basic terms related to clusters.
Level 2
Intermediate
1. Can perform clustering using standard methods such as K-means or hierarchical clustering.
2. Analyzes data attributes to form meaningful clusters.
3. Understands applications of clustering in various domains.
Level 3
Advanced
1. Designs and optimizes advanced clustering algorithms for complex data sets.
2. Evaluates cluster quality using statistical and validation techniques.
3. Applies clustering techniques strategically to solve real-world problems.
