EduStream

Advanced Data

Applied Mathematics

Linear algebra, calculus and probability, taught through the problems that need them.

Start this path First course free, no card required
Courses
50
Hours
74
Modules
5

Seventy-four hours is a real commitment, and the path is built to be taken in small sessions over months rather than in a sprint.

Each of the five sections ends in a graded problem set, and the final assessment is a single applied problem worked from scratch.

The sequence

Modules unlock in order. You finish one before the next opens, which is the point of a path rather than a playlist.

  1. 01

    Linear algebra

    Vectors and matrices as things that do something, not as notation.

  2. 02

    Calculus for change

    Derivatives where they are used rather than where they are examined.

  3. 03

    Probability

    Distributions, and the intuition that stops you misreading them.

  4. 04

    Optimisation

    How a model actually finds its parameters.

  5. 05

    Putting it to work

    The same five problems, solved with each tool in turn.

What you can do afterwards

The assessment checks these directly, against a rubric published before you start.

Before you start School-level algebra, and patience. This is the longest path in the catalogue.

  • Read the notation in a paper without stalling.
  • Choose the right tool for a modelling problem.
  • Explain what an optimiser is doing when it fails.

Other data paths

All twelve paths