~/talk

Let our optima combine!

Talkat PyData Global 2024 · 2024-12-03..12-05· [machine-learning]
slides:none on file

Shows a concrete workflow: model a 3×3×3 Hebrew perfect pangram (27 cells) with OR-Tools CP-SAT, channel integer cells to 27×22 Booleans via order encoding, add counting and allowed-assignment constraints, break symmetry by fixing the center word, and maximize a max-min objective (popularity of the least popular word). A Colab runs it end-to-end: feasible solution ~1 min, optimum ~8 min, enumerate all optima ~2 min, yields two optimal solutions and claims one–two orders of magnitude speedup over hand‑crafted search.

AI-written summary · about

  1. 0:00Welcome
  2. 0:43Combinatorial optimization
  3. 2:08Constraint satisfaction problems
  4. 4:42OR-Tools CP-SAT solver
  5. 6:52CP-SAT over other methods
  6. 9:05Declarative programming with OR-Tools
  7. 11:21Hebrew 3D pangram challenge
  8. 16:20Modeling in code
  9. 18:48Core constraints and optimization
  10. 21:55Live demo in Google Colab
  11. 27:35Resources
~/search
type to search 6,249 conferences, 138,987 speakers and 185,172 talks
~/help
cmdctrl k
search every conference, speaker and series
/
focus the filter search
h
home
c
conferences
s
speakers
e
series
t
light / dark — the status bar button does the same
?
this help
esc
close this, then clear every filter — or just the search, while you are typing in it

Ignored while you are typing. Pages without a filter rail have no search to focus.