Kichik biznes va startaplar uchun sun’iy intellekt yechimlari: yengil modellar va cloud si texnologiyalari

Authors

  • Ruzbka Abdrazak Farg‘ona davlat texnika universiteti
  • Rashidjon Xoliqnazarov Farg‘ona davlat texnika universiteti

Abstract

Ushbu maqolada kichik biznes sub’ektlari va startap loyihalari uchun moslashtirilgan sun’iy intellekt (SI) yechimlari tahlil qilinadi. An’anaviy SI modellari yuqori hisoblash quvvati va katta ma’lumotlar bazasini talab qilgani sababli, ular yirik korporatsiyalar imtiyozi bo‘lib kelgan. Biroq so‘nggi yillarda yengil neyron tarmoqlar (MobileNet, TinyML, DistilBERT) va Cloud SI (AIaaS) texnologiyalarining rivojlanishi kichik kompaniyalarga ham ilg‘or SI imkoniyatlaridan foydalanish yo‘lini ochdi. Maqolada ushbu texnologiyalarning tavsifi, afzalliklari, amaliy misollar va joriy etish bo‘yicha bosqichma-bosqich tavsiyalar keltirilgan.

Kalit so‘zlar: kichik biznes, startaplar, yengil SI modellari, TinyML, Cloud SI, AIaaS, sun’iy intellektni joriy etish.

References

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2. Russell, S., & Norvig, P. (2020). Artificial Intelligence: A Modern Approach (4th ed.). London: Pearson. – 1136 b. ISBN: 9780134610993.

3. Chollet, F. (2021). Deep Learning with Python (2nd ed.). Shelter Island, NY: Manning Publications. – 504 b. ISBN: 9781617296864.

4. Google AI Blog. (2023). *MobileNetV4: The Next Generation of On-Device Vision Models*. [Elektron resurs]. URL: https://ai.googleblog.com (murojaat sanasi: 2024).

5. Hugging Face Documentation. (2024). Inference API: Free Tier Overview. [Elektron resurs]. URL: https://huggingface.co/docs/api-inference/index (murojaat sanasi: 2024).

6. Yandex Cloud. (2024). Vision API texnik hujjatlari. [Elektron resurs]. URL: https://cloud.yandex.ru/docs/vision (murojaat sanasi: 2024).

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Published

2026-05-16

How to Cite

Abdrazak, R., & Xoliqnazarov, R. (2026). Kichik biznes va startaplar uchun sun’iy intellekt yechimlari: yengil modellar va cloud si texnologiyalari. Research and Implementation, 2(5/2), 165–168. Retrieved from https://rai-journal.uz/index.php/rai/article/view/3046

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