By Π§ΠΈΠΏ Π₯ΡΡΠ΅Π½
Π§ΠΈΠΏ Π₯ΡΡΠ΅Π½, 2023
ΠΡΠ° ΠΊΠ½ΠΈΠ³Π° ΠΏΡΠ΅Π΄Π»Π°Π³Π°Π΅Ρ Π²ΡΡΠΎΠΊΠΎΡΡΠΎΠ²Π½Π΅Π²ΡΠΉ ΠΏΠΎΠ΄Ρ ΠΎΠ΄ ΠΊ ΡΠ°Π·ΡΠ°Π±ΠΎΡΠΊΠ΅ ΡΠΈΡΡΠ΅ΠΌ ΠΌΠ°ΡΠΈΠ½Π½ΠΎΠ³ΠΎ ΠΎΠ±ΡΡΠ΅Π½ΠΈΡ, ΠΎΡΠ½ΠΎΠ²Π°Π½Π½ΡΠΉ Π½Π° ΠΌΠ°ΡΠ΅ΡΠΈΠ°Π»Π°Ρ ΡΡΡΠ½ΡΠΎΡΠ΄ΡΠΊΠΎΠ³ΠΎ ΡΡΠ΅Π±Π½ΠΎΠ³ΠΎ ΠΊΡΡΡΠ°. ΠΠ½Π° ΡΠΎΠΊΡΡΠΈΡΡΠ΅ΡΡΡ Π½Π° ΠΏΡΠΈΠ½ΡΠΈΠΏΠ°Ρ ΠΏΡΠΎΠ΅ΠΊΡΠΈΡΠΎΠ²Π°Π½ΠΈΡ, ΠΊΠΎΡΠΎΡΡΠ΅ ΠΎΠ±Π»Π΅Π³ΡΠ°ΡΡ ΠΏΠΎΠ΄Π΄Π΅ΡΠΆΠΊΡ ΠΈ ΡΠ°Π·Π²ΠΈΡΠΈΠ΅ ΡΠΈΡΡΠ΅ΠΌ, Π° ΡΠ°ΠΊΠΆΠ΅ ΠΏΠΎΠΌΠΎΠ³Π°ΡΡ ΠΈΠ·Π±Π΅ΠΆΠ°ΡΡ ΠΏΡΠΎΠ±Π»Π΅ΠΌ, ΡΠ°ΠΊΠΈΡ ΠΊΠ°ΠΊ ΠΏΠ΅ΡΠ΅ΠΎΠ±ΡΡΠ΅Π½ΠΈΠ΅ ΠΈ ΠΈΡΠΊΠ°ΠΆΠ΅Π½ΠΈΠ΅ ΡΠ΅Π·ΡΠ»ΡΡΠ°ΡΠΎΠ². ΠΠ·Π΄Π°Π½ΠΈΠ΅ ΡΡΠΈΡ ΡΠΎΠ·Π΄Π°Π²Π°ΡΡ Π½Π°Π΄Π΅ΠΆΠ½ΡΠ΅, ΡΠ΅ΠΏΡΠ΅Π·Π΅Π½ΡΠ°ΡΠΈΠ²Π½ΡΠ΅ ΠΈ ΡΠ°ΡΡΠΈΡΡΠ΅ΠΌΡΠ΅ ΡΠΈΡΡΠ΅ΠΌΡ ΠΌΠ°ΡΠΈΠ½Π½ΠΎΠ³ΠΎ ΠΎΠ±ΡΡΠ΅Π½ΠΈΡ ΠΈ Π½Π΅ΠΉΡΠΎΠ½Π½ΡΠ΅ ΡΠ΅ΡΠΈ, Π° ΡΠ°ΠΊΠΆΠ΅ ΡΠ»ΡΡΡΠ°ΡΡ ΡΡΡΠ΅ΡΡΠ²ΡΡΡΠΈΠ΅.
Chip Huyen, 2023
This book presents a high-level approach to designing machine learning systems, drawing from a Stanford course curriculum. It emphasizes design principles that simplify system maintenance and development, while also helping to avoid issues like overfitting and distorted results. The publication guides readers on building robust, representative, and scalable machine learning systems and neural networks, as well as enhancing existing ones.