AI Compass
Compass
LEARNING PATHS

IN PRACTICE

Mathematical foundations

Vectors, derivatives, probability and information: the four tools everything else rests on.

about 4 hours

8 articles

  1. 01Maths overview3 min
  2. 02Linear algebra3 min
  3. 03Derivatives2 min
  4. 04Probability2 min
  5. 05Statistics2 min
  6. 06Information theory2 min
  7. 07Optimisation2 min
  8. 08Numerics · optional2 min
AI OPERATING PLATFORM

You don't have to know all of this yourself.

This wiki explains what needs doing. The LumeSec platform does it: it brings together what your AI systems are doing, holds them inside the agreed limits, and records the evidence as it goes.

See the platform
  • CorrelateOne picture of what your systems are actually doing.
  • ContainThe agreed limits hold at runtime, not just on paper.
  • AttestEvidence accrues in operation, not the week before an audit.
Mathematical foundations