{"id":17602730,"url":"https://github.com/eyadsibai/machine-learning-docker-image","last_synced_at":"2025-04-30T09:24:42.044Z","repository":{"id":78008345,"uuid":"78211996","full_name":"eyadsibai/machine-learning-docker-image","owner":"eyadsibai","description":"Data Science/Machine Learning Docker Image for CPU","archived":false,"fork":false,"pushed_at":"2019-12-13T14:24:32.000Z","size":150,"stargazers_count":13,"open_issues_count":0,"forks_count":3,"subscribers_count":5,"default_branch":"master","last_synced_at":"2025-03-30T14:51:10.281Z","etag":null,"topics":["data-science","docker","docker-image","google-cloud","machine-learning"],"latest_commit_sha":null,"homepage":"","language":"Dockerfile","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/eyadsibai.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}},"created_at":"2017-01-06T14:26:49.000Z","updated_at":"2024-08-16T03:55:41.000Z","dependencies_parsed_at":null,"dependency_job_id":"a930333a-fcd3-4dde-a66e-b566f6654937","html_url":"https://github.com/eyadsibai/machine-learning-docker-image","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/eyadsibai%2Fmachine-learning-docker-image","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/eyadsibai%2Fmachine-learning-docker-image/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/eyadsibai%2Fmachine-learning-docker-image/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/eyadsibai%2Fmachine-learning-docker-image/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/eyadsibai","download_url":"https://codeload.github.com/eyadsibai/machine-learning-docker-image/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":251675501,"owners_count":21625829,"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","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":["data-science","docker","docker-image","google-cloud","machine-learning"],"created_at":"2024-10-22T13:24:02.958Z","updated_at":"2025-04-30T09:24:42.024Z","avatar_url":"https://github.com/eyadsibai.png","language":"Dockerfile","funding_links":[],"categories":[],"sub_categories":[],"readme":"Machine Learning/Data Science Platform (Docker Image)\n=====================\n\nRequirements\n------------\n\n- docker\n- docker-machine (to deploy to google cloud)\n\nHow to use (in Google Cloud)\n----------------------------\n\n```bash\ndocker-machine create docker-dsp -d google --google-project={project_id} --google-machine-type n1-highmem-8\t--google-disk-size \"10\" --google-disk-type \"pd-standard\" --google-preemptible --google-machine-image ubuntu-os-cloud/global/images/family/ubuntu-1404-lts --google-scopes \"https://www.googleapis.com/auth/cloud-platform\"\n```\n\n```bash\neval $(docker-machine env docker-dsp)\n```\n\n```bash\ndocker run -d -p 8888:8080 -e \"PROJECT_ID={project_id}\" eyadsibai/docker-dsp start.sh jupyter lab --NotebookApp.token=''\n```\n\n- get the ip address of the machine\n\n```bash\ndocker-machine ip docker-dsp\n```\n\n- open the site http://{docker-machine ip docker-dsp}:8080\n- to stop the machine\n\n```bash\ndocker-machine stop docker-dsp\ndocker-machine start docker-dsp\n```\n\n- to delete the instance\n\n```bash\ndocker-machine rm docker-dsp\n```\n\n### Note\nwhen you stop the machine, it would cost you nothing except for the disk that you have it attached. For Google cloud (10GB of disk would cost ~0.4$/month)\n\n\nHow to use (Locally)\n--------------------\n\n```bash\ndocker run -d -p 8888:8888 -v \u003clocal path\u003e:/home/jovyan/work eyadsibai/docker-dsp start.sh jupyter lab --NotebookApp.token=''\n```\n\nTODO\n----\n\n- access local files (whether running locally or on google machine)\n\n\nGear included\n-------------\n- Python 3.6\n- aws packages and tools\n- data analysis and data manipulation/data storage\npandas/fastparquet/\n- distributed/out-of-core/data workflow\nnumba/luigi/airflow\n- multipurpose machine learning libraries\nscikit-learn/orange3\n- nlp\nnltk\n- network analysis\nnetworkx\n- visualization\nmatplotlib/seaborn/holoviews/ggplot/bokeh\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Feyadsibai%2Fmachine-learning-docker-image","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Feyadsibai%2Fmachine-learning-docker-image","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Feyadsibai%2Fmachine-learning-docker-image/lists"}