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prerequisites
intermediate Python • managing file operations with the os and shutil modules
skills learned
use of embeddings with the OpenAI API for similarity search
Pablo Elgueta
1 week · 2-4 hours per week · BEGINNER
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Look inside

In this liveProject, you’ll become a software engineer at InfoHub, an up-and-coming AI startup looking to revolutionize how companies interact with their knowledge bases. InfoHub seeks to utilize groundbreaking large language models to deliver a system whereby a user’s questions about company data can be answered through a Q&A-style language interface. You’ll begin by assisting them in creating this tool by processing, tokenizing, and converting data into embeddings with BeautifulSoup and tiktoken.

This project is designed for learning purposes and is not a complete, production-ready application or solution.

prerequisites

This liveProject is for intermediate-level Python developers. No special tools are required—you can perform everything you need using a normal IDE or Jupyter Notebook.


TOOLS
  • Intermediate Python
  • Basics of pandas
  • Basics of the OpenAI API

TECHNIQUES
  • Basics of tokens
  • Basics of embeddings
  • Basics of LLMs

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