SUN’IY INTELLEKTLARDA NEYRON TARMOQDAGI XATOLIKLARNI QIYOSIY TAHLIL QILISH
Keywords:
Kalit so‘zlar: Sun’iy intellekt, neyron tarmoqlar, xatoliklar, tahlil, qiyosiy yondashuvlar, mashina o‘rganish, modelning samaradorligi, algoritmlar, muammo aniqlashAbstract
Annotatsiya: Sun’iy intellekt va mashina o‘rganish sohalarida neyron tarmoqlarining rivojlanishi katta ahamiyatga ega. Bu tizimlar murakkab vazifalarni bajarishda yuqori samaradorlik ko‘rsatgan bo‘lsa-da, ular ba'zi hollarda xatoliklar qilishlari mumkin. Ushbu maqolada, neyron tarmoqlardagi xatoliklarni tahlil qilish va ularni aniqlashning samarali usullari haqida so‘z yuritiladi. Neyron tarmoqlarining ishlash prinsiplari, xatoliklar paydo bo‘lishi mumkin bo‘lgan sohalar, va ularning oldini olish yoki kamaytirish uchun qo‘llaniladigan metodlar muhokama qilinadi. Xatoliklarni tahlil qilishda qiyosiy yondoshuvlar yordamida turli tizimlar orasidagi farqlar va yaxshilash yo‘llari aniqlanadi. Maqola, ayniqsa, neyron tarmoqlarni amaliyotda qo‘llayotgan mutaxassislar va tadqiqotchilar uchun foydali bo‘lishi kutilmoqda.
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