It's difficult because I'm a beginner...

Overall, this is a lecture that gives you the confidence that you can do it once you've learned everything. For your information, in the case of the last part regarding cufflinks, there hasn't been an update for about 6 to 8 years, so there will be compatibility issues between NumPy/Python and the versions used by current or future students. If that's the case, you should run it by setting Python to around version 3.10 from the start. Otherwise, you might need to create a separate virtual environment and downgrade Python and NumPy there. If you don't want to deal with that, I think it's fine to skip the cufflinks section. The overall quality of the lecture is solid, and it's well worth the money. I would highly recommend it to many people :)

By learning the process of automating crawling—once a major hurdle in data collection—with AI and connecting it to analysis, I have upgraded my data-driven decision-making capabilities to the next level.

This is such an informative lecture. Thank you.

Thank you for the great lecture.

I love it so much ^^

Thank you for the great lecture!

It was an enjoyable and informative lecture. I especially liked that it wasn't just about explaining theory; instead, I could naturally internalize the material by repeatedly following along with various hands-on practices. Each part was structured step-by-step, allowing me to follow along without losing the flow, and there were many moments during the practice where I immediately realized, "Oh, so this is how you use it." By revisiting key points and providing examples throughout, there was little room for confusion, and the content felt organized in a way that is easy to review and apply on my own after the class. Most of all, the lecture was engaging throughout, making it easy to stay focused, and I felt a sense of accomplishment as the practice led to tangible results. If there is a next level or an advanced course, I would love to continue. Thank you.

I’d give 10 stars for the clear diction and teaching skills that deliver only the core points! I realized once again that "vibe coding" also ultimately depends on the depth of your foundational knowledge in that domain. I highly recommend this to anyone starting out with crawling, data analysis, and visualization using LLM cli!

Thank you!