APACHE KAFKA VA SPARK STREAMING ASOSIDA OQIMLI MA’LUMOTLARNI QAYTA ISHLASH
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Аннотация:
Mazkur maqolada texnika fanlarini o‘qitishda dual ta’lim yondashuvi asosida oqimli ma’lumotlarni qayta ishlash texnologiyalarini amaliy o‘rgatishning afzalliklari yoritiladi. Apache Kafka va Spark Streaming platformalaridan foydalansib real vaqt rejimidagi ma’lumotlar ustida ishlash jarayoni innovatsion pedagogik metodlar bilan uyg‘unlashtiriladi. Mahalliy korxonalarning ishlab chiqarish jarayonlarida hosil bo‘ladigan oqim ma’lumotlari ta’lim jarayoniga integratsiya qilinib, talabalar uchun amaliy tajriba maydoni yaratiladi. Loyiha asosida o‘qitish orqali real muammolarni yechish, ma’lumotlar oqimi bilan ishlash, tizimli fikrlash va raqamli kompetensiyalarni shakllantirish imkoniyati kengayadi. Korxonalar bilan hamkorlik esa nafaqat o‘quv jarayonining samaradorligini oshiradi, balki real ishlab chiqarish uchun qo‘llanilishi mumkin bo‘lgan yechimlarning yaratilishiga zamin yaratadi. Maqola dual ta’lim, innovatsion texnologiyalar va sanoat bilan integratsiyalashgan ta’limning o‘zaro uyg‘unligi orqali zamonaviy kadrlar tayyorlashning amaliy modelini taklif etadi.
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