Integrace technologií jazykových modelů a LangChain do moderních aplikací

Abstract

Master's thesis solving the problems and limitations of large language models using LangChain and vector database technology. The aim of the thesis is to explore the current technological capabilities and limitations of large language models, vector databases and LangChain technology, to analyse the technical requirements and procedures needed to integrate these technologies into modern web applications, and then to develop prototype applications that demonstrate the integration of each technology and highlight the use of these technologies in practice. The thesis also includes an economic analysis that examines the economic aspects of the technologies used.