Transformers
(ทรานส์ฟอร์เมอร์ส)
Definition
Transformers (ทรานส์ฟอร์เมอร์ส) Hard Skill
Transformers are deep learning models primarily used for natural language processing tasks, leveraging self-attention mechanisms to analyze and generate human-like text.
Expertise Level
Level 1
Basic
1. Understands the basic concept of Transformers and self-attention.
2. Can explain the general architecture of Transformer models.
3. Familiar with common Transformer-based models such as BERT and GPT.
Level 2
Intermediate
1. Can implement basic Transformer models using popular deep learning frameworks.
2. Understands key components such as multi-head attention and positional encoding.
3. Able to fine-tune pre-trained Transformer models on specific tasks.
Level 3
Advanced
1. Designs and optimizes custom Transformer architectures for complex applications.
2. Develops novel improvements or variations to Transformer models.
3. Expertise in scaling Transformer models and managing computational resources efficiently.
