{"id":51287856,"url":"https://github.com/arbox/embedings-course","last_synced_at":"2026-06-30T07:32:06.653Z","repository":{"id":366564015,"uuid":"1276813245","full_name":"arbox/embedings-course","owner":"arbox","description":null,"archived":false,"fork":false,"pushed_at":"2026-06-22T10:17:53.000Z","size":2,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2026-06-22T12:14:27.674Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":null,"has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/arbox.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2026-06-22T10:10:26.000Z","updated_at":"2026-06-22T10:17:57.000Z","dependencies_parsed_at":null,"dependency_job_id":null,"html_url":"https://github.com/arbox/embedings-course","commit_stats":null,"previous_names":["arbox/embedings-course"],"tags_count":null,"template":false,"template_full_name":null,"purl":"pkg:github/arbox/embedings-course","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/arbox%2Fembedings-course","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/arbox%2Fembedings-course/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/arbox%2Fembedings-course/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/arbox%2Fembedings-course/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/arbox","download_url":"https://codeload.github.com/arbox/embedings-course/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/arbox%2Fembedings-course/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":34957626,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-05-26T15:22:16.424Z","status":"online","status_checked_at":"2026-06-30T02:00:05.919Z","response_time":92,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2026-06-30T07:32:06.576Z","updated_at":"2026-06-30T07:32:06.647Z","avatar_url":"https://github.com/arbox.png","language":null,"funding_links":[],"categories":[],"sub_categories":[],"readme":"# Embeddings Course\n\nA short, hands-on course on numeric representations for linguistic units (word embeddings) — from the basics of vector representations to practical alignment and similarity techniques.\n\n## What you'll learn\n\n- How words and other linguistic units get represented as vectors\n- How to train, load, and inspect embedding models\n- How to measure similarity and explore embedding spaces\n- Practical applications and common pitfalls\n\n## Prerequisites\n\nYou'll need a working Python environment capable of running Jupyter notebooks, with permission to install additional packages as needed.\n\n- **Python**: 3.10+ recommended\n- **Jupyter**: JupyterLab or Jupyter Notebook installed and working\n- **Package manager**: `pip`, [`uv`](https://github.com/astral-sh/uv) (or `conda`/`mamba`), with the ability to install new packages during the course\n- **Admin/install rights**: you should be able to install Python packages (and, if needed, command-line tools) on your machine without IT restrictions blocking you\n- **Operating system**: any *unix-like OS (macOS, Linux) is recommended; Windows works too (e.g. via WSL)\n\n### Quick setup check\n\nBefore the course starts, please confirm you can do the following:\n\n```bash\npython3 --version        # should be 3.10 or newer\npip install --upgrade pip\njupyter --version         # should print without error\n```\n\nIf `jupyter` isn't found, install it with:\n\n```bash\npip install jupyterlab\n# or, with uv:\nuv pip install jupyterlab\n```\n\nWe'll install course-specific packages (e.g. `numpy`, `gensim`, `scikit-learn`, embedding libraries) together at the start of the course.\n\n## Getting started\n\n1. Clone this repository\n2. Set up your Python environment (see Prerequisites above)\n3. Launch Jupyter and open the first notebook\n\n```bash\ngit clone \u003crepo-url\u003e\ncd embeddings-course\njupyter lab\n```\n\n## License\n\nTBD\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Farbox%2Fembedings-course","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Farbox%2Fembedings-course","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Farbox%2Fembedings-course/lists"}