Large Language Models (LLM)
(โมเดลภาษาขนาดใหญ่ (LLM))
Definition
Large Language Models (LLM) (โมเดลภาษาขนาดใหญ่ (LLM)) Hard Skill
Large Language Models (LLMs) are advanced artificial intelligence systems designed to understand, generate, and manipulate human language at scale by leveraging extensive datasets and deep learning techniques.
Expertise Level
Level 1
Basic
1. Understands the basic concept and purpose of LLMs.
2. Can identify common applications of LLMs such as text generation and summarization.
3. Familiar with general terminology related to language models.
Level 2
Intermediate
1. Can explain the architecture and training process of LLMs.
2. Understands tokenization, embeddings, and transformer models.
3. Able to fine-tune pre-trained LLMs for specific tasks.
Level 3
Advanced
1. Designs and implements custom LLM architectures and training pipelines.
2. Optimizes LLM performance for complex NLP tasks and domain-specific applications.
3. Addresses challenges related to bias, ethics, and computational efficiency in LLM deployment.
