Python Skills You NEED Before Machine Learning

This quick guide breaks down the must-know Python chops before diving into ML—starting with core syntax and data handling, then moving through essential software-engineering tools, optional math refreshers, and onto machine-learning foundations, deep learning, real-world workflows and even a bonus LLM section. Along the way you’ll find timestamps to keep you on track, plus beginner-friendly Datacamp tracks (with a 25% off link) and an invitation to join DevLaunch’s hands-on mentorship program.

Whether you’re just getting comfortable with lists, dicts and pandas or looking to build a killer ML portfolio, this roadmap lays out everything from interactive tutorials to real project guidance so you can go beyond tutorials and actually land that data-science gig.

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