Natural Language Processing Course Page

Year 2021-2022

Hi!

This is a page of the course "Natural Language Processing (2021-2022)"!

Here you can find all materials presented during lectures and seminars.

If you have any questions, please contact me via mail ([email protected]) or via Telegram @SemenSorork1n.

Sheets with Assessment

Week topic	Date	Video link	Homework	Useful links
About course. ML vs DL. Linear regression (start).	07.09.2021	Lec#1	Check useful links. Linear/Log regression	How to calculate regression using MSE
Linear regression and logistic regression.	13.09.2021	Lec#2	Logisctic regression from scratch (numpy)
Gradient Descent.	20.09.2021	Lec#3		Optimization explained About gradient (read) About gradient (video)
Embeddings. Part 1	27.09.2021	Lec#4		Embedding_from_scratch
Embeddings. Part 2	04.10.2021	Lec#5

HomeWorks

HW	Deadline	GoogleForm
/homework1/Homework1_digit_cls.ipynb	10.10	https://forms.gle/Xv6BgLtdPSBXGN2N8

Old Lectures and links (additional info) Year 2020-2021

1. Week 1.

2. Week 2.

3. Week 3.

4. Week 4.

5. Week 5.

6. Week 6.

7. Week 7.

8. Week 8.

9. Week 9.

10. Week 10.