Databricks Generative AI Engineer Associate Question 59
Select 2You are building a Generative AI application on Databricks that extracts text content from a variety of document formats (e.g., PDFs, Word documents) and prepares it for further processing. Which Python package(s) would be most appropriate for extracting content from these document formats?
- A
PyPDF2
- B
Pandas
- C
Python-docx
- D
BeautifulSoup
- E
TensorFlow
Show answer and explanation
Correct answers: A, C
Explanation
For extracting content from document formats like PDFs and Word documents, PyPDF2 and Python-docx are the most appropriate Python packages. PyPDF2 is designed for handling PDFs, while Python-docx is specialized for Microsoft Word documents. These tools allow for effective extraction of content, which is essential for preprocessing data in Generative AI workflows.
- A. Correct.
PyPDF2 is a Python package specifically designed for working with PDF files, including extracting text content. It is well-suited for processing PDF documents.
- B. Incorrect.
Pandas is primarily used for data manipulation and analysis, but it is not designed to extract content from document formats like PDFs or Word documents.
- C. Correct.
Python-docx is a Python package designed for working with Microsoft Word documents, including extracting text content. It is highly suitable for processing Word documents.
- D. Incorrect.
BeautifulSoup is a Python package used for web scraping and parsing HTML or XML documents. It is not intended for extracting content from document formats like PDFs or Word documents.
- E. Incorrect.
TensorFlow is a machine learning framework used for building and training AI models. It is not intended for document content extraction.