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The Real-World Guide to Machine Learning Careers in 2025

Navigating ML Jobs, Salaries, and Interviews at Top Tech Companies

Rahul Agarwal
12 min readJan 23, 2025

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Hey there! So you’re thinking about getting into machine learning? Perfect timing!

Let me guess — you’ve probably spent hours scrolling through ML job postings, watching YouTube tutorials about neural networks, and maybe even started a few Coursera courses. But you’re still wondering: “What do these companies actually want? And more importantly, how do I get there?” Well, you’re in the right place.

In this guide, I’m going to break down everything I wish someone had told me when I started my ML journey. We’ll look at what the job market really looks like right now (spoiler: it’s pretty exciting!), dive into the different types of ML roles out there (because no, not everything is about training models), and I’ll give you the inside scoop on how interviews actually work at the big tech companies.

And yes, we’ll talk about the good stuff too — like those impressive salary numbers you might have heard about. So grab your favorite caffeinated beverage, and let’s dive into everything you need to know about landing a machine learning role in today’s market.

Show Me the Money: The ML Job Market Right Now

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Rahul Agarwal
Rahul Agarwal

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