Key AI Concepts (1): AI / Machine Learning / Deep Learning / LLMs

Sat, 27 Dec 2025 00:00:00 +0900

Key AI Concepts (1)#

To use AI effectively, it’s important to understand the key concepts behind it. This helps you understand how AI services and tools work, and why the latest news and trends matter.

AI is still evolving at a rapid pace. Services and tools are continuously updated, and new developments emerge all the time. If you build a solid foundation, you can follow the changes more easily and keep improving your ability to apply AI in practice.

Key AI Concepts (2): Fine-tuning / RAG / Function Calling / MCP

Fri, 02 Jan 2026 00:00:00 +0900

Key AI Concepts (2)#

In this chapter, we cover key concepts you’ll frequently encounter when turning a pre-trained LLM into a real product: fine-tuning, RAG, function calling, and MCP.

Fine-tuning#

Fine-tuning is the process of further training a pre-trained model to better fit a specific purpose. Thanks to open-source culture, training datasets and pre-trained models are often publicly available, and you can fine-tune them to improve performance or specialize in a particular domain.

LLM on Ted Factory

Key AI Concepts (1): AI / Machine Learning / Deep Learning / LLMs

Key AI Concepts (1)#

Key AI Concepts (2): Fine-tuning / RAG / Function Calling / MCP

Key AI Concepts (2)#

Fine-tuning#