Predictive Modeling
(การสร้างแบบจำลองทำนาย)
Definition
Predictive Modeling (การสร้างแบบจำลองทำนาย) Hard Skill
Predictive modeling is the process of using statistical techniques and machine learning algorithms to analyze current and historical data in order to make predictions about future outcomes.
Expertise Level
Level 1
Basic
1. Understands basic concepts of predictive modeling and its applications.
2. Can use simple statistical methods like linear regression for predictions.
3. Familiar with common data types and basic data preprocessing.
Level 2
Intermediate
1. Able to build and validate predictive models using machine learning algorithms.
2. Performs feature selection and advanced data preprocessing.
3. Analyzes model performance using metrics such as accuracy, precision, and recall.
Level 3
Advanced
1. Designs complex predictive modeling solutions tailored to business problems.
2. Applies ensemble methods and optimizes model parameters for best performance.
3. Integrates predictive models into production environments with continuous monitoring.
