← Skill graph
Probability and statistics
Part of Mathematics for machine learning
Needs first
Nothing — this is a starting point.
Helps first
Nothing recommended beyond what is required.
Where it is assessed
8 assessed items, 0 done.
- AIE-201 M3.4 Cross-entropy is not a choice · tier 1
- AIE-201 M3.5 The variance in your own numbers · tier 2
- AIE-201 M3.6 Retention: likelihood, loss, and what follows from what · tier 1
- AIE-201 M5.3 Why the square root of d_k · tier 2
- AIE-201 M5.4 The mathematics of one system you built: derivation · tier 2
- AIE-201 M5.5 The mathematics of one system you built: publish · tier 3
- AIE-201 M5.6 Oral defense · tier 4
- AIE-201 M5.7 Retention: the whole course, cold · tier 1