a real-time search system that handles cryptocurrency data with the CoinCap API
In this code:
Fetching Real-time Cryptocurrency Data: We use the CoinCap API to fetch the latest cryptocurrency data periodically.
Preprocessing and Embeddings: Each description is preprocessed to remove noise and standardize the text.
We employ the Sentence Transformers model to generate semantic embeddings for the preprocessed descriptions.
Building a FAISS Index: We create a FAISS index to efficiently store and retrieve embeddings for similarity search.
The embeddings of the cryptocurrency descriptions are added to the FAISS index.
Search Functionality: A search function is defined to query the FAISS index based on user input.
It returns the top results along with their distances.
Example Query: An example query ("blockchain") is provided to demonstrate real-time search functionality. This code is used for real-time analysis of cryptocurrency descriptions, enabling users to quickly find relevant cryptocurrencies based on their queries. For instance, users can search for "blockchain" to find cryptocurrencies related to blockchain technology.