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.

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Pythonda PyTorch kutubxonasini o'rnatish bosqichlari:

1. Python. Avvalgi darslarimizda, Python dasturini qanday qilib o'rantish haqida ko'rsatib o'tganmiz.
2. PyTorch kutubxonasini o'rnatish uchun website ga tashrif buyurib u yerdan kerakli jihatlar tanlanadi(specifications).
3. 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
4. Boshqa kerakli kutubxonalar esa, darslar davomida yuklanib boriladi.

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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

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