Tech With Tim: Python Skills You NEED Before Machine Learning

Python Roadmap in a Nutshell

This guide walks you through everything to nail before diving into machine learning—from core Python syntax and data wrangling with pandas/numpy to essential software-engineering tools like Git. You’ll also get an optional math refresher, a rundown of ML and deep-learning fundamentals, plus tips on tackling real-world projects, LLMs, and building a standout portfolio.

Bonus Resources & Mentorship

Two beginner-friendly DataCamp tracks (Data Fundamentals and ML Scientist) are recommended—with a 25% discount—and there’s an invite to DevLaunch, a hands-on mentorship program to help you go beyond tutorials, build real projects, and land that data-science gig.

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