I created this roadmap to make your data science journey smoother and more straightforward. When I first started learning data science, I found it challenging to figure out where to begin and which resources to trust. This roadmap pulls together my own experiences, as well as insights from other learners, to give you a clear path—from what topics to focus on, to how to build your resume and prepare for job applications.

I know firsthand the time, energy, and sometimes money it takes to learn data science, having enrolled in both free and paid courses myself. That’s why this guide is designed to help you stay on track and focus on the essentials without feeling overwhelmed.

Whether you’re new to the field or looking to advance your career, this roadmap is built to guide you every step of the way. And it’s not set in stone—you’re free to tailor it to your needs. If you come across new resources or ideas that could improve the guide, don’t hesitate to share them through the feedback form. Let’s make this a valuable resource for everyone pursuing data science!