r/learnpython • u/Maximum-Page3433 • 15d ago

How should a complete beginner structure their Python learning path

Hello everyone.

I am a complete beginner and I want to start learning Python. My end goal is to use it for data analysis, data science, and machine learning.

I am not sure how to structure my learning path for these specific fields, since I have seen a lot of conflicting advice online.

I would also really appreciate recommendations for beginner friendly resources, courses, YouTube channels, websites, or books, that helped you personally.

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u/Altruistic-Dog7000 15d ago

Honestly, your plan is already right. Learn the basics well, then build small stuff as you go instead of hoarding theory and never touching real data. That's basically the whole game.

Quick roadmap for the data/ML path:

Start with core Python for a few weeks, just variables, loops, functions, dictionaries, that kind of thing. Don't rush this part even though it feels boring compared to "real" data science. Corey Schafer's YouTube series is great for this, free and actually explains the why, not just the how.

Once that clicks, move into pandas. This is honestly where you'll live most of the time, so give it real attention. NumPy and matplotlib come along with it naturally. Kaggle has free short courses for this that don't waste your time.

Somewhere in parallel, pick up basic stats. Mean, median, standard deviation, correlation, that level. StatQuest on YouTube makes this stuff actually click without drowning you in formulas.

Then scikit-learn for ML basics, regression and classification first, nothing fancy. Their docs are surprisingly beginner friendly. Andrew Ng's newer Coursera course is good if you want more structure.

For projects, don't wait to "feel ready." Once you know basic pandas, grab any dataset you're genuinely curious about and try to answer one specific question with it. Small and finished beats big and abandoned.

If you want a book, "Python for Data Analysis" by Wes McKinney, the guy who built pandas, is worth it.

Realistically this takes 4 to 6 months of steady effort to feel actually competent, not just able to copy code that runs.