NEYRON TARMOQLARDA CHIZIQLI BO'LMAGAN FAOLLASHTIRISH FUNKSIYALARI VA ULARDAN FOYDALANISH

Authors

  • S.S. Radjabov
  • S.U. Jo’rayev Texnika fanlari doktori (DSc), katta ilmiy xodim, “Toshkent irrigatsiya va qishloq xo'jaligini mexanizatsiyalash muhandislari instituti” milliy tadqiqot universiteti, huzuridagi Fundamental va amaliy tadqiqotlar instituti, Toshkent, O’zbekiston Katta o’qituvchi, Namangan davlat universiteti. Namangan, O’zbekiston, jurayevs261@gmail.com

Keywords:

Sigmoid, Tanh funksiyasi, ReLU, Leaky ReLU, Parametrik ReLU, ELU, Softmax

Abstract

Chiziqli bo'lmagan faollashtirish funksiyalari chiziqli faollashtirish funksiyalarining quyidagi cheklovlarini hal qiladi: Ular orqaga tarqalishga ruxsat beradi, chunki endi hosila funksiyasi kirish bilan bog'liq bo'ladi va orqaga qaytib, kirish neyronlaridagi qaysi og'irliklar yaxshiroq bashorat qilishini tushunish mumkin; Ular neyronlarning bir nechta qatlamlarini joylashtirish imkonini beradi, chunki chiqish endi bir nechta qatlamlardan o'tgan kirishning chiziqli bo'lmagan kombinatsiyasi bo'ladi. Har qanday chiqish neyron tarmog'ida funksional hisoblash sifatida taqdim etilishi mumkin.

References

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Published

2023-09-10

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Articles