Despite exercises, the video-to-practice ratio is high (~60% video, 40% interactive). Research (e.g., Koedinger et al., 2012) suggests beginners need >50% active coding.
Hands-on experience with web scraping, working with PDF and Excel files, sending emails, and image manipulation. Why This Course Stands Out Despite exercises, the video-to-practice ratio is high (~60%