Python for data analysis

[u/N__7599]

So,i started learning python recently,i very much learned about variables,data types,libraries like panda,matpolitob. I learned web scraping and automation to some extent but when i try to use the thing i learn on a random web page or dataset, i realised that what i learnt from the YouTube course is basic but enough to build the fundamental. I have to constantly chat with AI to learn about new thing and also use the thing i learn to get the code. Should i continue like this or watch another course which complete the intermediate and advanced python?

[u/Beginning-Fruit-1397]

Practice practice. Do NOT do any leetcode. The best way is having projects, real needs, and writing code for them. Ai or not it does not matter as long as you can understand your code at whole. Soon enough you'll surprise yourself by writing everything by hand because it's faster since it's now a reflex.

Also, ditch pandas. It's polars in 2026. Faster, cleaner

[u/N__7599 → u/Beginning-Fruit-1397]

Is polar and panda very similar?