{"id":31740292,"url":"https://github.com/scienxlab/checklists","last_synced_at":"2025-10-09T10:17:39.277Z","repository":{"id":182822390,"uuid":"669147156","full_name":"scienxlab/checklists","owner":"scienxlab","description":"Checklists for scientists and engineers","archived":false,"fork":false,"pushed_at":"2023-09-29T11:07:26.000Z","size":108,"stargazers_count":1,"open_issues_count":0,"forks_count":2,"subscribers_count":0,"default_branch":"main","last_synced_at":"2024-01-27T07:02:04.837Z","etag":null,"topics":["checklists","machine-learning","scientific-computing"],"latest_commit_sha":null,"homepage":"","language":"Markdown","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"cc-by-4.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/scienxlab.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null}},"created_at":"2023-07-21T13:06:12.000Z","updated_at":"2023-07-24T20:57:51.000Z","dependencies_parsed_at":"2023-12-30T10:32:39.819Z","dependency_job_id":"a1ef2b28-68b4-4574-aca1-f0401b656072","html_url":"https://github.com/scienxlab/checklists","commit_stats":{"total_commits":20,"total_committers":1,"mean_commits":20.0,"dds":0.0,"last_synced_commit":"be8929efca74d92b8363bce76c05a2f2c9bde379"},"previous_names":["scienxlab/checklists"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/scienxlab/checklists","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scienxlab%2Fchecklists","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scienxlab%2Fchecklists/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scienxlab%2Fchecklists/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scienxlab%2Fchecklists/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/scienxlab","download_url":"https://codeload.github.com/scienxlab/checklists/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/scienxlab%2Fchecklists/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":279001323,"owners_count":26083040,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-10-09T02:00:07.460Z","response_time":59,"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":["checklists","machine-learning","scientific-computing"],"created_at":"2025-10-09T10:17:35.561Z","updated_at":"2025-10-09T10:17:39.270Z","avatar_url":"https://github.com/scienxlab.png","language":"Markdown","funding_links":[],"categories":[],"sub_categories":[],"readme":"# ☑️ checklists\n\nA collection of checklists, lists, and decision trees for scientists and engineers.\n\nThe checklists are maintained as [Markdown](https://www.markdownguide.org/) files for convenience, but can be rendered in other formats using conversion tools like [pandoc](https://pandoc.org/). For example, to render the `machine-learning-review` checklist as a PDF, you can do this:\n\n```shell\npandoc -t html --css style.css \\\n       -V margin-top=7 -V margin-right=10 \\\n       -V margin-bottom=7 -V margin-left=10 \\\n       machine-learning-review.md -o out.pdf\n```\n\nYou can install `pandoc` on Ubuntu with `sudo apt install pandoc`; builds exist for most distros. To use the command above, you may also need to install the `wkhtmltopdf` tool as well.\n\nIn the near future, we will provide PDFs via links from this repository.\n\n\n## Contents\n\n- [`machine-learning-pitfalls`](./machine-learning-pitfalls.md) \u0026mdash; ✨ NEW ✨ A non-exhaustive list of pitfalls in planning, executing and implementing machine learning projects.\n- [`machine-learning-review`](./machine-learning-review.md) \u0026mdash; Annotated checklist for people running or reviewing machine learning projects. Originally published in [this blog post](https://agilescientific.com/blog/2019/4/9/machine-learning-project-review-checklist).\n- [`machine-learning-planning`](./machine-learning-planning.md) \u0026mdash; Annotated checklist specifically for earth scientists planning machine learning projects.\n- [`reproducible-science-projects`](./reproducible-science-projects.md) \u0026mdash; An aspirational wishlist for open source and reproducible scientific repos.\n\n\n## Coming soon\n\n- Open data checklist\n- Benchmark dataset checklist\n- Scientific presentation checklist\n- Computing course checklist\n- Hackathon planning checklist\n- Which programming language should I learn first?\n- So you want to build a Python app?\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fscienxlab%2Fchecklists","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fscienxlab%2Fchecklists","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fscienxlab%2Fchecklists/lists"}