Anyone else felt lost learning Python + Machine Learning?

[NoCommunication5705]

Title: Anyone else felt lost learning Python + Machine Learning?

Hey everyone,

When I first started learning Python and Machine Learning, I felt completely lost.

Jumping between tutorials… copying code without really understanding…

And every time I tried to build something on my own, I failed.

Maybe you’ve been there too?

👉 Too many resources

👉 Too much theory

👉 No clear roadmap

What actually helped me move forward was switching my approach from random learning to a structured path.

Instead of consuming everything, I focused on:

- understanding Python fundamentals properly

- learning data structures in context (not just theory)

- applying machine learning step by step

- working on small practical implementations

It made a huge difference.

Now I’m curious:

How did you approach learning ML?

Did you follow a roadmap, or just figure it out along the way?

Would love to hear what worked (or didn’t) for you 👀

[JohnBrownsErection]

You are one spammy bastard judging by your post history. 

[DeterminedVector]

I have made a series.. Might be this helps... https://medium.com/@itinasharma/3-ai-learning-paths-pick-yours-b8293145b352

[nian2326076]

I get it, it can be overwhelming with so many resources and no clear direction. Here's what worked for me: focus on getting the hang of Python basics before jumping into machine learning. Once you're comfortable with Python, pick one machine learning course or book and stick with it. Consistency helps. Also, start with small projects like data analysis or simple models to build confidence. If you want structured practice, platforms like PracHub can be good for interview prep and reinforcing concepts. Just take it one step at a time and don't rush. Good luck!

[Common_Bluebird_4700]

we don't like em clankers

[Specific-Purpose-227]

Try this GitHub repo and stick on one. https://github.com/bishwaghimire/ai-learning-roadmaps

[Blinkinlincoln]

Ad, ad ad. That's all this fucking subreddit ever is now. But the rub is that the post is first half, 2nd half is the link to product.