Learn Python for Data Science from Scratch in 3 Months

Getting stuck in 'tutorial hell' where you can follow instructions but struggle to write code from scratch for your own projects.

Start your capstone project early. As soon as you learn a new Pandas concept, try applying it to your real work dataset in Jupyter.

Becoming overwhelmed by environment setup, package installations, and path errors.

Use Anaconda, which pre-installs Pandas, NumPy, and Jupyter Notebooks, minimizing configuration issues. If stuck, rely on your browser-based learning platform while you troubleshoot.

Failing to hit the 3-5 hours per week goal due to work or life commitments.

Block out specific 45-minute windows in your calendar. Treat them like unmovable work meetings.