Complexity analysis
Asymptotics & Complexity Clinic
Big-O with receipts: constants matter when you defend budgets to teammates.
Self-paced + clinics 4 weeks · async + clinics Foundations
310 GEL
Informational price—final fees appear on your admissions letter.
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We compare models, amortised bounds, and recursion trees with calculator discipline so you can argue about real inputs, not only worst cases.
- Amortised aggregation worksheets
- Recursion tree gallery on the wall
- Latency budget exercises
- Master theorem decision flow (with caveats)
- Live critiques of sloppy big-O slides
- Spreadsheet templates for doubling experiments
- Final memo on a production log sample
- Pick Θ vs O deliberately in design docs
- Run doubling experiments with honest charts
- Explain amortised bounds for dynamic arrays
Levan Guruli
CS instructor focused on measurement literacy.
Is calculus required?
Only basic limits intuition; we avoid continuous integrals.
Do you cover P vs NP?
Conceptual framing only—no formal complexity theory proofs.
Limitations?
No quantum or parallel models; classical RAM model only.
“Asymptotics & Complexity Clinic finally made amortised aggregation feel like a story I could tell PMs.”
Irakli · Backend engineer 