By Π₯ΠΎΠ»Π» Π., ΠΠ΅ΡΡΠΈΡ ΠΠΆ., ΠΠ°Π½Π΄ΠΈ Π.
Π₯ΠΎΠ»Π» Π., ΠΠ΅ΡΡΠΈΡ ΠΠΆ., ΠΠ°Π½Π΄ΠΈ Π., 2025
ΠΡΠ° ΠΊΠ½ΠΈΠ³Π° ΠΏΡΠ΅Π΄Π»Π°Π³Π°Π΅Ρ ΠΊΠΎΠΌΠΏΠ»Π΅ΠΊΡΠ½ΠΎΠ΅ ΡΡΠΊΠΎΠ²ΠΎΠ΄ΡΡΠ²ΠΎ ΠΏΠΎ Π²Π½Π΅Π΄ΡΠ΅Π½ΠΈΡ ΠΈΡΠΊΡΡΡΡΠ²Π΅Π½Π½ΠΎΠ³ΠΎ ΠΈΠ½ΡΠ΅Π»Π»Π΅ΠΊΡΠ° ΠΈ ΠΌΠ°ΡΠΈΠ½Π½ΠΎΠ³ΠΎ ΠΎΠ±ΡΡΠ΅Π½ΠΈΡ (ΠΠ/ML) Π΄Π»Ρ ΠΌΠΈΠ½ΠΈΠΌΠΈΠ·Π°ΡΠΈΠΈ ΡΠΈΡΠΊΠΎΠ² Π² ΡΠΎΠ²ΡΠ΅ΠΌΠ΅Π½Π½ΠΎΠΌ Π±ΠΈΠ·Π½Π΅ΡΠ΅. Π Π°ΡΡΠΌΠ°ΡΡΠΈΠ²Π°ΡΡΡΡ ΡΡΠ½Π΄Π°ΠΌΠ΅Π½ΡΠ°Π»ΡΠ½ΡΠ΅ Π°ΡΠΏΠ΅ΠΊΡΡ ΡΠΏΡΠ°Π²Π»Π΅Π½ΠΈΡ ΡΠΈΡΠΊΠ°ΠΌΠΈ, ΠΊΠΎΠΌΠΏΡΡΡΠ΅ΡΠ½ΠΎΠΉ Π±Π΅Π·ΠΎΠΏΠ°ΡΠ½ΠΎΡΡΠΈ ΠΈ Π½ΠΎΡΠΌΠ°ΡΠΈΠ²Π½ΡΡ ΡΡΠ΅Π±ΠΎΠ²Π°Π½ΠΈΠΉ. ΠΡΠΎΠ±ΠΎΠ΅ Π²Π½ΠΈΠΌΠ°Π½ΠΈΠ΅ ΡΠ΄Π΅Π»ΡΠ΅ΡΡΡ ΠΎΡΠ²Π΅ΡΡΡΠ²Π΅Π½Π½ΠΎΡΡΠΈ Π·Π° ΠΊΠ°ΡΠ΅ΡΡΠ²ΠΎ ML-ΠΏΡΠΎΠ΄ΡΠΊΡΠΎΠ², Π° ΡΠ°ΠΊΠΆΠ΅ ΠΌΠ΅ΡΠΎΠ΄Π°ΠΌ ΡΠΎΠ·Π΄Π°Π½ΠΈΡ ΠΈ ΠΏΡΠΎΠ²Π΅ΡΠΊΠΈ ΠΎΠ±ΡΡΡΠ½ΠΈΠΌΡΡ ΠΌΠΎΠ΄Π΅Π»Π΅ΠΉ, Π²ΠΊΠ»ΡΡΠ°Ρ Π½ΠΎΠ²ΡΠΉ ΡΡΠ΅ΠΉΠΌΠ²ΠΎΡΠΊ NIST AI.
Hall P., Curtis J., Pandi P., 2025
This book serves as a comprehensive guide to implementing artificial intelligence and machine learning (AI/ML) to mitigate risks in modern business. It delves into the fundamentals of risk management, computer security, and regulatory compliance. The text emphasizes accountability for ML product quality and explores methods for developing and validating explainable models, including the new NIST AI risk management framework.