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https://github.com/isadrtdinov/lightautoml-course

Materials for LightAutoML online course
https://github.com/isadrtdinov/lightautoml-course

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Materials for LightAutoML online course

Host: GitHub
URL: https://github.com/isadrtdinov/lightautoml-course
Owner: isadrtdinov
Created: 2023-06-16T13:25:13.000Z (over 1 year ago)
Default Branch: main
Last Pushed: 2023-06-19T10:38:57.000Z (over 1 year ago)
Last Synced: 2024-05-22T00:06:24.775Z (6 months ago)
Language: Jupyter Notebook
Size: 2.95 MB
Stars: 4
Watchers: 1
Forks: 1
Open Issues: 0
Metadata Files:
- Readme: README.md

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README

        # Материалы онлайн-курса по LightAutoML (LAMA)

## Ноутбуки:

- Введение в LightAutoML (видео 1.4): [ноутбук](https://github.com/isadrtdinov/LightAutoML-course/blob/main/notebooks/RUS/1.4-Introduction-RUS.ipynb)

- Отчеты с ReportDeco (видео 2.1): [ноутбук](https://github.com/isadrtdinov/LightAutoML-course/blob/main/notebooks/RUS/2.1-ReportDeco-RUS.ipynb)

- Мониторинг (видео 2.2): [ноутбук](https://github.com/isadrtdinov/LightAutoML-course/blob/main/notebooks/RUS/2.2-Monitoring-RUS.ipynb)

- ICE и PDP (видео 2.4): [ноутбук](https://github.com/isadrtdinov/LightAutoML-course/blob/main/notebooks/RUS/2.4-ICE-PDP-RUS.ipynb)

- Компьютерное зрение (CV) (видео 3.2): [ноутбук](https://github.com/isadrtdinov/LightAutoML-course/blob/main/notebooks/RUS/3.2-CV-RUS.ipynb)

- Обработка естественного языка (NLP) (видео 3.3): [ноутбук](https://github.com/isadrtdinov/LightAutoML-course/blob/main/notebooks/RUS/3.3-NLP-RUS.ipynb)

- Uplift-моделирование (видео 3.5): [ноутбук](https://github.com/isadrtdinov/LightAutoML-course/blob/main/notebooks/RUS/3.5-UpliftModeling-RUS.ipynb)

- Кастомизация пайплайнов LightAutoML (видео 4.1): [ноутбук](https://github.com/isadrtdinov/LightAutoML-course/blob/main/notebooks/RUS/4.1-CustomPipeline-RUS.ipynb)

# LightAutoML (LAMA) online course materials

## Notebooks:

- Introduction to LightAutoML (video 1.4): [notebook](https://github.com/isadrtdinov/LightAutoML-course/blob/main/notebooks/ENG/1.4-Introduction-ENG.ipynb)

- Reports with ReportDeco (video 2.1): [notebook](https://github.com/isadrtdinov/LightAutoML-course/blob/main/notebooks/ENG/2.1-ReportDeco-ENG.ipynb)

- Monitoring (video 2.2): [notebook](https://github.com/isadrtdinov/LightAutoML-course/blob/main/notebooks/ENG/2.2-Monitoring-ENG.ipynb)

- ICE & PDP (video 2.4): [notebook](https://github.com/isadrtdinov/LightAutoML-course/blob/main/notebooks/ENG/2.4-ICE-PDP-ENG.ipynb)

- Computer Vision (CV) (video 3.2): [notebook](https://github.com/isadrtdinov/LightAutoML-course/blob/main/notebooks/ENG/3.2-CV-ENG.ipynb)

- Natural Language Processing (NLP) (video 3.3): [notebook](https://github.com/isadrtdinov/LightAutoML-course/blob/main/notebooks/ENG/3.3-NLP-ENG.ipynb)

- Uplift modeling (video 3.5): [notebook](https://github.com/isadrtdinov/LightAutoML-course/blob/main/notebooks/ENG/3.5-UpliftModeling-ENG.ipynb)

- Custom pipelines in LightAutoML (video 4.1): [notebook](https://github.com/isadrtdinov/LightAutoML-course/blob/main/notebooks/ENG/4.1-CustomPipeline-ENG.ipynb)