What Math Do I Need for Data Science Bootcamps? (2026 Guide)
Updated on November 20, 2025 6 minutes read
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Frequently Asked Questions
Do I need calculus before I enroll?
No. You’ll get a light, focused introduction to derivatives and gradients when we train models. That’s enough for practical ML in most roles.
Is statistics more important than linear algebra for beginners?
Usually yes. You’ll analyze experiments and explain results daily. Linear algebra ramps up as you move deeper into ML or high-dimensional data.
How much math do I need for NLP or deep learning?
You’ll benefit from vectors, matrix ops, normalization, and gradient intuition. As you specialize, you can layer in more optimization, but you can start with the essentials here.
I’m rusty at math. Can I still succeed?
Absolutely. Use the two-week plan, focus on short, paired exercises, and ask for feedback. If you’d like guidance, book a call and we’ll outline a personal prep path.