Assalom aleykum! Sun’iy Intellektni Python(Pytorch) orqali o’rganamiz.
Bizning maqsadimiz, sun’iy intellekt haqida sizlarda tasavvur uyg’otish hamda uni qo’llash ko’nikmalarini oshirish. Ushbu web-sahifamiz orqali muntazzam darsliklar yangilab boriladi hamda, siz o’rganuvchilar uchun taqdim qilinadi. Bilimlaringizni oshirish maqsadida bir qancha topshiriqlar aynan shu yerda berib boriladi…
Qani unda boshladik!
PyTorch
–>PyTorch bu Python dasturlash tilining hozirgi kunda AI(ML&DL) sohalarida keng qo’llaniladigan kutubxonlaridan biri. –>Pytorch kutubxonasi haqida batafsil ma’lumotlarni PyTorch orqali bilib olishingiz mumkin.
Oldindan qo’yiladigan talablar (Pre-requisites)
–>Boshlang’ich&Chiziqli algebra(Linear ALgebra) + Ehtimollar nazariyas(Probability). –>Python.
Pythonda PyTorch kutubxonasini o’rnatish bosqichlari:
- Python. Avvalgi darslarimizda, Python dasturini qanday qilib o’rantish haqida ko’rsatib o’tganmiz.
- PyTorch kutubxonasini o’rnatish uchun website ga tashrif buyurib u yerdan kerakli jihatlar tanlanadi(specifications).
- Bundan so’ng maxsus syntax ko’chirib olinib (command prompt)da yuritilinishi talab etiladi. Video 4.50 sec da ko’rishingiz mumkin.
Masalan:
pip install torch==1.7.0+cpu torchvision==0.8.1+cpu torchaudio===0.7.0 -f https://download.pytorch.org/whl/torch_stable.html - Boshqa kerakli kutubxonalar esa, darslar davomida yuklanib boriladi.
Machine Learning & Deep Learning (Barcha uchun)
| Darslar | Mavzu | Videolar | Slaydlar |
|---|---|---|---|
| 1-dars | Kirish(Overview) | 1-dars.Kirish | file |
| 2-dars | Chiziqli model(Linear Model) | 2-dars.Chiziqli model | file |
| 3-dars | Gradient Pastlash (Gradient Descent) | 3-dars.Gradient Pastlash | file |
| 4-dars | Teskari hisoblash va avtograd (Back-propagation & autograd) | 4-dars.Teskari hisoblash&autograd | file |
| 5-dars | Chiziqli regressiya pytorchda | 5-dars.Chiziqli regressiya PyTorch | file |
| 6-dars | Mantiqiy regressiya pytorchda | 6-dars.Mantiqiy regressiya Pytorch | file |
| 7-dars | Deep and Wide | 7-dars. Deep and Wide | file |
| 8-dars | PyTorch Dataloader | 8-dars. PyTorch dataloader | file |
| 9-dars | Softmax | 9-dars. Softmax | file |
| 10-dars | CNN asoslari | 10-dars. CNN asoslari | file |
Biz bilan bog’lanish:
Administrator,creator: Mansurbek Abdullaev
Mail: mansurbek.comchemai@gmail.com
Telegram : @amduzadmin
Linkedln : Mansurbek Abdullaev