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ML System Design
Foundations and Method
Foundations and Method
Metrics, features, serving, rollout, monitoring and the interview framework
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1
Medium
5
Π§ΡΠΎ ΡΠ°ΠΊΠΎΠ΅ ML System Design ΠΈ ΠΊΠ°ΠΊΠΎΠΉ framework ΠΈΡΠΏΠΎΠ»ΡΠ·ΠΎΠ²Π°ΡΡ Π΄Π»Ρ ΡΠ°Π·Π±ΠΎΡΠ° Π·Π°Π΄Π°ΡΠΈ?
2
Medium
6
ΠΠ°ΠΊ ΠΏΠ΅ΡΠ΅Π²Π΅ΡΡΠΈ business goal Π² ML task ΠΈ Π²ΡΠ±ΡΠ°ΡΡ success metric β ΠΏΠΎΡΠ΅ΠΌΡ offline ΠΈ online ΠΌΠ΅ΡΡΠΈΠΊΠΈ ΡΠ°ΡΡ ΠΎΠ΄ΡΡΡΡ?
3
Medium
6
ΠΠ°ΠΊ Π΄Π΅Π»Π°ΡΡ capacity estimation Π² ML system design: QPS, ΠΎΠ±ΡΡΠΌ Π΄Π°Π½Π½ΡΡ , latency budget, ΡΠ°Π·ΠΌΠ΅Ρ ΠΈΠ½Π΄Π΅ΠΊΡΠ°?
4
Medium
5
Batch, online ΠΈΠ»ΠΈ streaming inference: ΠΊΠ°ΠΊ Π²ΡΠ±ΡΠ°ΡΡ ΡΠ΅ΠΆΠΈΠΌ ΠΈ ΠΊΠ°ΠΊΠΎΠΉ trade-off Ρ ΠΊΠ°ΠΆΠ΄ΠΎΠ³ΠΎ?
5
Hard
5
Π§ΡΠΎ ΡΠ°ΠΊΠΎΠ΅ training-serving skew ΠΈ ΠΊΠ°ΠΊ feature store Π΅Π³ΠΎ ΡΡΡΡΠ°Π½ΡΠ΅Ρ?
6
Hard
4
ΠΠ°ΠΊ ΠΏΡΠΎΠ΅ΠΊΡΠΈΡΠΎΠ²Π°ΡΡ features Π±Π΅Π· target leakage: point-in-time correctness, versioning, lineage?
7
Hard
4
Shadow mode, canary, A/B ΠΈ interleaving: ΡΠ΅ΠΌ ΠΎΡΠ»ΠΈΡΠ°ΡΡΡΡ ΡΠΏΠΎΡΠΎΠ±Ρ rollout ΠΌΠΎΠ΄Π΅Π»ΠΈ ΠΈ ΡΡΠΎ ΠΊΠ°ΠΆΠ΄ΡΠΉ ΠΈΠ·ΠΌΠ΅ΡΡΠ΅Ρ?
8
Hard
6
ΠΠΎΠ³Π΄Π° ΠΈ ΠΊΠ°ΠΊ ΠΏΠ΅ΡΠ΅ΠΎΠ±ΡΡΠ°ΡΡ ΠΌΠΎΠ΄Π΅Π»Ρ: ΠΏΠΎ ΡΠ°ΡΠΏΠΈΡΠ°Π½ΠΈΡ ΠΈΠ»ΠΈ ΠΏΠΎ drift-ΡΡΠΈΠ³Π³Π΅ΡΡ, ΠΈ ΡΡΠΎ Π΄Π΅Π»Π°ΡΡ Ρ delayed labels?
9
Hard
4
ΠΠ°ΡΠ΅ΠΌ ML-ΡΠΈΡΡΠ΅ΠΌΡ ΡΠ°Π·Π±ΠΈΠ²Π°ΡΡ Π½Π° cascade: candidate generation, ranking, re-ranking?
10
Hard
4
ΠΠ°ΠΊ ΠΏΡΠΎΠ΅ΠΊΡΠΈΡΠΎΠ²Π°ΡΡ ΡΠ±ΠΎΡ labels ΠΈ feedback: implicit signals, position bias, Π·Π°ΠΌΠΊΠ½ΡΡΠ°Ρ feedback loop?
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