Tim developed an efficient Python 3 scraping tool for his submission of the C|PP project. The tool digs for hyperlinks that uses machine learning to extract insights from websites. He identified the need for an automated solution that ensured accuracy and speed. Utilizing libraries like Beautiful Soup and Requests, Tim fetched and parsed HTML content, systematically extracting relevant hyperlinks. He trained a machine learning model using Scikit-learn to classify links by relevance and context, enhancing the tool's ability to discern valuable information. Tim chose extensive libraries, ensuring powerful yet clean, well-documented code for future modifications. Peer feedback praised his innovative approach, highlighting the significant depth added by machine learning algorithms to traditional scraping. Overall, Tim's tool showcases his practical programming skills and advanced analytical methods, making it a notable project in the field.

Certification Date: 12 March 2025
Certification Number: 12032025THCPP1151