AI Compass
Compass
LEARNING PATHS

IN PRACTICE

Machine learning from the ground up

From linear regression to honest evaluation: the core that has held for fifty years.

about 5 hours

12 articles

  1. 01ML overview2 min
  2. 02Supervised learning2 min
  3. 03Regression2 min
  4. 04Loss functions2 min
  5. 05Gradient descent2 min
  6. 06Regularisation2 min
  7. 07Bias and variance2 min
  8. 08Cross-validation2 min
  9. 09Metrics2 min
  10. 10Feature engineering2 min
  11. 11Trees and ensembles2 min
  12. 12Clustering · 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.
Machine learning from the ground up