Sunʼiy intellekt - NLP (nutq bilan ishlash) (Mohirdev)

Matn va nutq tahlili yordamida odamlar hayoti va biznes jarayonlarini osonlashtiring.
 

Kurs tarkibi

1 Kirish

02.01. Mohirdevga xush kelibsiz
02.02. Ommaviy oferta bilan tanishib chiqing
02.03. Yopiq guruhga qo'shilish
02.04. Darslarni kompyuterda ko'rish
02.05. Darslarni telefonda ko'rish
02.06. Savol so'rash bo'yicha qo'llanma

2 NLP bilan tanishuv

03.01. NLP vazifalari
03.02. Copilotga kirish va amaliyot
03.03. VS Code. Kengaytmalarni o'rnatish
03.04. Copilot
03.05. Gradio
03.06. Gradio amaliyot. 1-qism
03.07. Gradio amaliyot. 2-qism

3 Machine Learning, Deep Learning va NLP

04.01. Deep Learning va Neural Networks kirish
04.02. Keras orqali birinchi Hello World
04.03. Neural networks atamalar
04.04. Vazifalarni NLP Helper Bot ga yuborish yo'riqnomasi
04.05. Amaliy mashq 2.2
04.06. Amaliy mashq 2.1
04.07. RNN turlari haqida
04.08. Sequence Modellar bilan tanishuv -RNN

4 O'zbek tilida ChatBot tuzish

05.01. ChatBotlar haqida. Kirish
05.02. Bard va ChatGPT haqida
05.03. O'zbek tilida ChatBot tuzish imkoni bormi?
05.04. Regular Expression bilan tanishuv
05.05. Regex amaliyot darsi
05.06. ElizaUz Chatbot Demo qismi
05.07. Bot sxemasi va re.compile() methodidan foydalanish
05.08. ChatBot ElizaUz (davomi)
05.09. ChatBot final Eliza Gradio
05.10. RegEx bo'yicha test

5 NLP Pipeline

06.01. Hissiyotlarni tahlil qilish - Kirish
06.02. AI va Algorithm farqi haqida
06.03. HT - Amaliy mashg'ulot va Dataset bilan tanishuv
06.04. Tokenlar nima?
06.05. Tokenlarni moslashtirish haqida Amaliy mashg'ulot
06.06. Sodda AI model - Hissiyotlarni tahlil qilish
06.07. Overfitting va Underfitting tushunchalar haqida
06.08. Fine-tune qilingan HT qiluvchi modelni ishlatish jarayoni

6 Audio module

07.01. Introduction
07.02. What is an Audio?
07.03. Working with Audio using Python
07.04. Data Augmentation Theory Part
07.05. Data Augmentation Practise Part
07.06. Audio Feature Extraction Intro
07.07. Feature Extraction Practise
07.08. Voice Gender Classification Introduction
07.09. Collecting data and Extracting Features
07.10. Voice Gender Classification Modeling Part
07.11. Creating WEB UI without Frontend Skills
07.12. Introduction to STT
07.13. Simple STT project with Digits only
07.14. Plotting Spectrogram and Preparing Data
07.15. Modeling Part
07.16. Gradio UI
07.17. Speech To Text Turlari haqida kirish darsi
07.18. Speech To Text - Amaliyot 1 - dars
07.19. Speech To Text - LoRA qanday ishlaydi?
07.20. Speech To Text - modelimiz tayyor

7 BONUS: Videouchrashuvlar

08.01. Aprel 2023 Neural networks and deep learning
08.02. Coding session (day 1)
08.03. Coding session (day 2)
08.04. Coding session (day 3)
08.05. Google Cloud'dan credit olish

Ommaviy ofertani ko'rish