# esokolov/ml-course-hse

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3,782 stars · 1,248 forks · Jupyter Notebook

## Links

- GitHub: https://github.com/esokolov/ml-course-hse
- awesome-repositories: https://awesome-repositories.com/repository/esokolov-ml-course-hse.md

## Description

This project is a machine learning course curriculum and educational resource repository. It serves as a centralized hub for accessing theoretical lecture notes, seminar materials, and practical homework assignments designed to teach machine learning fundamentals.

The repository functions as an academic video archive, providing recorded university lectures and seminars to support self-paced technical learning and the archiving of historical academic records.

The content is delivered via a static site generated from markdown files and organized through a flat-file information architecture.

## Tags

### Education & Learning Resources

- [Machine Learning Education](https://awesome-repositories.com/f/education-learning-resources/educational-resources/systems-applied-computing/machine-learning-education.md) — Provides a structured collection of notes, seminars, and homework for teaching machine learning fundamentals.
- [Course Repositories](https://awesome-repositories.com/f/education-learning-resources/course-repositories.md) — Acts as a centralized repository for theoretical notes, seminar materials, and practical homework.
- [Machine Learning Curricula](https://awesome-repositories.com/f/education-learning-resources/curriculum-structures/machine-learning-curricula.md) — Provides a structured set of educational materials and assignments for mastering machine learning.
- [Academic Course Materials](https://awesome-repositories.com/f/education-learning-resources/educational-resources/algorithms-theory-academics/academic-curricula-resources/academic-course-materials.md) — Archives historical records of university lectures and seminars across multiple academic years.
- [Video Lectures](https://awesome-repositories.com/f/education-learning-resources/educational-resources/reference-and-media/tutorials-media-curated-lists/interactive-learning-media/video-learning-channels/video-lectures.md) — Provides archived video recordings of university lectures and seminars for self-paced study. ([source](https://github.com/esokolov/ml-course-hse#readme))
- [Machine Learning Lectures](https://awesome-repositories.com/f/education-learning-resources/machine-learning-lectures.md) — Provides a centralized collection of theoretical lecture notes and seminar materials for machine learning. ([source](https://github.com/esokolov/ml-course-hse#readme))
- [Video Archives](https://awesome-repositories.com/f/education-learning-resources/machine-learning-lectures/video-archives.md) — Functions as an academic video archive for recorded university lectures and seminars.
- [Self-Paced Learning](https://awesome-repositories.com/f/education-learning-resources/self-paced-learning.md) — Supports independent study of university-level curricula through recorded videos and theoretical materials.

### Content Management & Publishing

- [Markdown-Based Content Authoring](https://awesome-repositories.com/f/content-management-publishing/content-management-systems/content-authoring-tools/markdown-based-content-authoring.md) — Manages educational content as version-controlled Markdown files instead of using a database.
- [Static Site Generation](https://awesome-repositories.com/f/content-management-publishing/static-site-document-generators/static-site-generators/static-site-generation.md) — Transforms Markdown course materials into pre-rendered HTML files for fast delivery.