Building a semantic search engine and generative agent for drone technology
In this section, we will build a semantic index-based search engine and generative AI agent engine using Deep Lake vector stores, LlamaIndex, and OpenAI. As mentioned earlier, drone technology is expanding in domains such as fire detection and traffic control. As such, the program’s goal is to provide an index-based RAG agent for drone technology questions and answers. The program will demonstrate how drones use computer vision techniques to identify vehicles and other objects. We will implement the architecture illustrated in Figure 3.1, described in the Architecture section of this chapter.
Open 2-Deep_Lake_LlamaIndex_OpenAI_indexing.ipynb from the GitHub repository of this chapter. The titles of this section are the same as the section titles in the notebook, so you can match the explanations with the code.
We will first begin by installing the environment. Then, we will build...
