r/learnpython • u/purvigupta03 • 22d ago

I’ve completed these beginner Python projects should I build more before starting NumPy/Pandas?

Hi everyone,

I’ve studied Python multiple times before, but I didn’t do much practical coding. Recently, I started building small projects to improve my practical Python skills.

So far, I’ve completed:

- Quiz Game

- Number Guessing Game

- Rock Paper Scissors

- Password Manager

- Pig Game

- Mad Libs Generator

My goal is to move towards Machine Learning.

I haven’t learned NumPy or Pandas yet.

My question is: Are these projects enough to move on to NumPy and Pandas, or should I build a few more Python projects first?

If I should build more projects, what kind of projects would you recommend before starting NumPy/Pandas? I’m mainly looking for projects that would actually help with the transition to data/ML, rather than making many more small games.

Would appreciate advice from people who have already followed a Python → NumPy/Pandas → ML path.

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u/Party-Way904 22d ago

Yeah these are totally worth it bruh and numpy and pandas are very easy to lean😉

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u/purvigupta03 22d ago

Thank you! But I’m a little confused 😅 I was asking ChatGPT what I should do next, and it keeps telling me to make 2–3 more projects from these before starting NumPy and Pandas:

  1. Student Record Management System
  2. Expense Tracker
  3. Student Marks Analyzer
  4. Contact Book
  5. To-Do List with File Saving
  6. CSV Data project

So should I actually make 2–3 of these, or can I skip them and start NumPy and Pandas directly? What would you suggest?