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Neural NLP course for CL-2022

Wednesdays, 14:40 msk

zoom link: https://uni-hamburg.zoom.us/j/68413791189?pwd=dFMzQVdrV0xQbC91ZVp0T2d3VVlUQT09

Background quiz: https://forms.gle/JFVf5NMmxQ6hxVGXA

Project & RG tables: https://docs.google.com/spreadsheets/d/1xxeQzSzo50DzOI6LcdPkECUcDTOW0JpzhIf6uWcnUBA/edit?usp=sharing

tg link: https://t.me/+jEhCROivh_Y5OTEy


Grading

https://docs.google.com/spreadsheets/d/1uGmHJxa7sXD5zpzj_tAyiFn_x3JU_rYPEjPP_Eb9-uU/edit?usp=sharing


HW-1 (Deadline: November 6, 23:59)

Task description: https://drive.google.com/file/d/1UiGlQxNk3EMMaIyfFhJOyhMF_6IG6o61/view?usp=sharing

Google form link to submit: https://forms.gle/4VTUgA1ro87opfew6


HW-2 (Deadline: December 21, 23:59)

Task description: https://github.com/lilaspourpre/nnlp-cl-2022/blob/main/HW-2.md

Google form link to submit: https://forms.gle/q3TahYmPbNfB6gGr9


Timetable

Date Type Topic Reading club Slides/Colab link Video Additional links Session recording
Sep 7 lecture Intro - slides - - https://youtu.be/kHt6CAyvkxU
Sep 14 seminar Preprocessing - regexp, preprocessing, lemmatizers comparison - - https://youtu.be/cGuymVVUje4
Sep 21 seminar ML recap - colab https://www.youtube.com/watch?v=SZkrxWhI5qM https://www.youtube.com/playlist?list=PLJOzdkh8T5krxc4HsHbB8g8f0hu7973fK https://youtu.be/JyY2nvzS3ws
Sep 28 lecture Feed-Forward Neural Networks - FFNN slides, Lena Voita's materials, NN-Intro (slides), NN-backprop part-1, part-2 What is a Neural Network?, NN-Intro, NN-backprop, MLP intro, word embeddings, MLP forward, MLP backward https://youtu.be/b5Kha36QYNs
Oct 19 lecture + seminar Feed-Forward Neural Networks Success with Style: Using Writing Style to Predict the Success of Novels FFNN_intro, FFNN (advanced), torch intro, mlp torch torch tensors, torch dataset, torch linear model https://youtu.be/vaJIM59FeOQ
Nov 2 lecture + seminar Feed-Forward Neural Networks - slides https://youtu.be/sUsWE1M-X7c
Nov 9 lecture Convolutional Neural Networks Text Style Transfer: A Review and Experimental Evaluation (Hu et al., 2022) slides https://youtu.be/V7YNOAg6Jds
Nov 10 seminar Convolutional Neural Networks - colab https://youtu.be/hUBixuQ0-xc
Nov 16 lecture Recurrent Neural Networks https://wandb.ai/site slides https://youtu.be/5ptSNvOhA5Q
Nov 23 seminar Recurrent Neural Networks - colab https://youtu.be/7IgTk-liFVA
Nov 30 lecture Sequence2sequnece & Attention - slides https://youtu.be/V4Z23nZwqD4
Dec 2 seminar Sequence2sequnece & Attention - colab https://youtu.be/JFID5zq3GHk
Dec 7 lecture & seminar Attention - slides
Dec 9 seminar Attention - colab https://youtu.be/B5xSyHsi8Kc
Dec 14 lecture Transformers Полина Машковцева, Полина Черноморченко, Таня Перевощиковаи Саша Шахнова slides, attention slides a very nice video with explanation https://youtu.be/nIRicydRXV8
Dec 16 seminar Transformers - colab https://youtu.be/0JSN4BYQ_is

Projects

CL NNLP 2021 project list

Skoltech NNLP project list

Project 1, Project 2, Project 3, Project 4, Project 5

Other examples can be found on Telegram chat.


NLP tasks

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