Deep Learning
(การเรียนรู้เชิงลึก)
Definition
Deep Learning (การเรียนรู้เชิงลึก) Hard Skill
Deep Learning is a subset of machine learning involving neural networks with multiple layers that can automatically learn representations from data to perform tasks such as classification, recognition, and prediction.
Expertise Level
Level 1
Basic
1. Understands fundamental concepts of neural networks and deep learning.
2. Can explain common architectures like feedforward neural networks and simple CNNs.
3. Familiar with basic deep learning frameworks and tools.
Level 2
Intermediate
1. Can build and train deep learning models for various tasks using libraries like TensorFlow or PyTorch.
2. Understands and applies advanced architectures such as RNNs, LSTMs, and transfer learning.
3. Able to preprocess and handle complex datasets for model training.
Level 3
Advanced
1. Designs and optimizes complex deep learning architectures tailored for specific problems.
2. Implements cutting-edge techniques such as generative adversarial networks (GANs) and attention mechanisms.
3. Conducts in-depth research and experimentation to improve model performance and generalization.
