Web page version of this README: https://mansurcompai.github.io/AI_with_PythonPytorch_Uz/

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Assalomu Alaykum! 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 ML & DL sohalarida keng qo'llaniladigan kutubxonalaridan biri.
• Pytorch kutubxonasi haqida batafsil ma'lumotlarni PyTorch orqali bilib olishingiz mumkin.

Oldindan qo'yiladigan talablar (Pre-requisites):

• Matematika:
  • Boshlang'ich algebra
  • Chiziqli algebra (Linear ALgebra)
  • Ehtimollar nazariyas (Probability)
• Dasturlash Tili:
  • 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 websitega 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:

Darslar	Mavzu	Videolar	Slaydlar
1-dars	Kirish (Overview)	1-video	1-slayd
2-dars	Chiziqli Model (Linear Model)	2-video	2-slayd
3-dars	Gradient Pastlash (Gradient Descent)	3-video	3-slayd
4-dars	Teskari hisoblash va Avtograd (Backpropagation & Autograd)	4-video	4-slayd
5-dars	Chiziqli Regressiya (Linear Regression)	5-video	5-slayd
6-dars	Mantiqiy Regressiya (Logistic Regression)	6-video	6-slayd
7-dars	Wide and Deep	7-video	7-slayd
8-dars	PyTorch Dataloader	8-video	8-slayd
9-dars	Softmax	9-video	9-slayd
10-dars	CNN asoslari	10-video	—

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Biz bilan bog'lanish:

Administrator, creator: Mansurbek Abdullaev

Mail: mansurbek.comchemai@gmail.com

Telegram : @amduzadmin

Linkedln : Mansurbek Abdullaev

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