Scientific Computing
(การคำนวณทางวิทยาศาสตร์)
Definition
Scientific Computing (การคำนวณทางวิทยาศาสตร์) Hard Skill
The application of computational techniques and software tools to solve scientific and engineering problems through mathematical modeling, simulation, and data analysis.
Expertise Level
Level 1
Basic
1. Understands fundamental programming concepts and basic numerical methods.
2. Can use standard scientific computing software for simple tasks.
3. Able to perform basic data manipulation and visualization.
Level 2
Intermediate
1. Applies numerical analysis techniques to solve moderately complex scientific problems.
2. Develops and debugs computational models and simulations.
3. Integrates multiple software tools and libraries for data analysis and visualization.
Level 3
Advanced
1. Designs and implements advanced algorithms for high-performance scientific computing.
2. Optimizes computational models for efficiency and scalability on various hardware.
3. Leads scientific computing projects, integrating complex datasets and multi-disciplinary approaches.
