Machine Learning
(การเรียนรู้ของเครื่อง)
Definition
Machine Learning (การเรียนรู้ของเครื่อง) Hard Skill
Machine Learning is a field of artificial intelligence that focuses on developing algorithms and statistical models that enable computers to improve their performance on tasks through experience and data without being explicitly programmed.
Expertise Level
Level 1
Basic
1. Understands fundamental concepts of machine learning including supervised and unsupervised learning.
2. Familiar with basic algorithms such as linear regression and decision trees.
3. Able to use existing machine learning libraries and tools for simple problems.
Level 2
Intermediate
1. Can preprocess and analyze data effectively for machine learning tasks.
2. Understands and applies more advanced algorithms like support vector machines and ensemble methods.
3. Able to tune model parameters to improve performance and avoid overfitting.
Level 3
Advanced
1. Designs and implements custom machine learning models for complex real-world problems.
2. Expert in deep learning frameworks and architectures such as neural networks and convolutional networks.
3. Evaluates and improves model robustness, scalability, and deployment in production environments.
