Build a Python system that capture incoming candidates from Lever, store in a vector database, and a "comparator" that will compare incoming hiring requests to the candidates in the vector database
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Project Title: Python System for Capturing and Comparing Candidates using LLMs & vector databases
- The Python system should have the capability to both store candidates in a vector database and compare incoming hiring requests to the candidates in the vector database.
Required Skills and Experience:
- Advanced level of experience with Python and database management is expected from the freelancer
- Usage & deployment of open source models like LLaMA to assess candidates against different criteria for each job
- Understanding, usage, and deployment of vector database, such as Pinecone, to store all the talent vectors
- The client has a rough idea of the requirements for the "comparator" function and is open to the freelancer's suggestions.
- The comparator function would have to take in the text of an incoming job request, and find the best matches in the vector database, and display these on a webpage.
- The system should be able to capture incoming candidates from Lever ATS and store them efficiently in a vector database.
- The comparator function should be able to compare incoming hiring requests to the candidates in the vector database.
- The system should be able to handle a large amount of data and perform the comparison efficiently.
- The freelancer should have experience in working with vector databases and implementing efficient comparison algorithms.
- The system should provide accurate and reliable results in a timely manner.
- The client values suggestions and input from the freelancer in designing and implementing the system.
ID dự án: #37532437