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Tech With Tim: Python Skills You NEED Before Machine Learning

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Python Skills You NEED Before Machine Learning lays out a clear roadmap: start with core Python syntax and data handling (think pandas and NumPy), level up your interactive coding chops and software engineering tools, then optionally brush up on the math you’ll need.

From there you’ll dive into machine learning foundations, deep learning, real-world ML workflows, even a bonus look at LLMs—capped off by tips on building standout projects and portfolios. Along the way you get timestamped sections for quick jumps, recommended Datacamp tracks, plus an invite to the DevLaunch mentorship program.

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