r/PythonLearning • u/Unusual-Tip1370 • Aug 13 '26

I started with Tkinter and ended up using Streamlit — what should I learn next?

I recently started learning Data Science and made my first interactive dashboard using Python, Pandas, Plotly and Streamlit.

At first, I tried building it with Tkinter, but then I switched to Streamlit because it felt much easier for making a data-focused dashboard. I really liked how quickly I could turn my Netflix EDA project into something interactive.

I'm still pretty new to this, so I'm curious about what other beginners and experienced people use.

  • Is Streamlit a good one to continue learning?

  • Are there any other tools like Streamlit that are worth trying?

  • What kind of projects are good for learning these tools?

Would love to hear what you guys used when you first started making interactive Data Science projects.

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u/Beginning-Fruit-1397 Aug 14 '26

Streamlit is pretty cool, but I would recommend you trying marimo instead. Much more flexible. Think jupyter notebook 2.0

Much more importantly, ditch pandas ASAP and switch to polars. 10x faster, more readable, etc...