Data Science
(วิทยาศาสตร์ข้อมูล)
Definition
Data Science (วิทยาศาสตร์ข้อมูล) Hard Skill
Data Science is the multidisciplinary field that uses scientific methods, algorithms, and systems to extract knowledge and insights from structured and unstructured data.
Expertise Level
Level 1
Basic
1. Understands basic concepts of data collection and cleaning.
2. Can perform simple data analysis using common tools.
3. Able to interpret straightforward data visualizations.
Level 2
Intermediate
1. Can apply statistical techniques to explore and analyze datasets.
2. Able to use programming languages (e.g., Python, R) for data manipulation.
3. Understands machine learning basics and can implement standard models.
Level 3
Advanced
1. Designs and implements complex data models and pipelines.
2. Develops custom machine learning algorithms for predictive analysis.
3. Integrates large-scale and unstructured data sources for strategic insights.
