{"id":15037662,"url":"https://github.com/googlecloudplatform/data-science-on-gcp","last_synced_at":"2025-04-14T05:53:27.368Z","repository":{"id":40346390,"uuid":"81585547","full_name":"GoogleCloudPlatform/data-science-on-gcp","owner":"GoogleCloudPlatform","description":"Source code accompanying book: Data Science on the Google Cloud Platform, Valliappa Lakshmanan, O'Reilly 2017","archived":false,"fork":false,"pushed_at":"2025-03-22T01:45:24.000Z","size":6822,"stargazers_count":1383,"open_issues_count":21,"forks_count":721,"subscribers_count":97,"default_branch":"main","last_synced_at":"2025-04-14T05:53:22.607Z","etag":null,"topics":["cloud-computing","data-analysis","data-engineering","data-pipeline","data-processing","data-science","data-visualization","machine-learning"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"apache-2.0","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/GoogleCloudPlatform.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,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2017-02-10T16:46:57.000Z","updated_at":"2025-04-14T04:09:30.000Z","dependencies_parsed_at":"2023-01-30T01:01:06.441Z","dependency_job_id":"b917d5fe-3e64-4bf9-aebc-185cd21d9e04","html_url":"https://github.com/GoogleCloudPlatform/data-science-on-gcp","commit_stats":{"total_commits":480,"total_committers":33,"mean_commits":"14.545454545454545","dds":0.4708333333333333,"last_synced_commit":"652564b9feeeaab331ce27fdd672b8226ba1e837"},"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/GoogleCloudPlatform%2Fdata-science-on-gcp","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/GoogleCloudPlatform%2Fdata-science-on-gcp/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/GoogleCloudPlatform%2Fdata-science-on-gcp/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/GoogleCloudPlatform%2Fdata-science-on-gcp/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/GoogleCloudPlatform","download_url":"https://codeload.github.com/GoogleCloudPlatform/data-science-on-gcp/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":248830389,"owners_count":21168272,"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":["cloud-computing","data-analysis","data-engineering","data-pipeline","data-processing","data-science","data-visualization","machine-learning"],"created_at":"2024-09-24T20:35:16.308Z","updated_at":"2025-04-14T05:53:27.335Z","avatar_url":"https://github.com/GoogleCloudPlatform.png","language":"Jupyter Notebook","readme":"# data-science-on-gcp\n\nSource code accompanying book:\n\n\u003ctable\u003e\n\u003ctr\u003e\n  \u003ctd\u003e\n  \u003cimg src=\"cover_edition2.jpg\" height=\"100\"/\u003e\n  \u003c/td\u003e\n  \u003ctd\u003e\n  \u003ca href=\"https://www.amazon.com/Data-Science-Google-Cloud-Platform/dp/1098118952/\"\u003eData Science on the Google Cloud Platform, 2nd Edition\u003c/a\u003e \u003cbr/\u003e\n  Valliappa Lakshmanan \u003cbr/\u003e\n  O'Reilly, Apr 2022\n  \u003c/td\u003e\n  \u003ctd\u003e\n  Branch \u003ca href=\"https://github.com/GoogleCloudPlatform/data-science-on-gcp/\"\u003e2nd Edition\u003c/a\u003e [also main]\n  \u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n  \u003ctd\u003e\n  \u003cimg src=\"https://images-na.ssl-images-amazon.com/images/I/51dgw%2BCYSOL._SX379_BO1,204,203,200_.jpg\" height=\"100\"/\u003e\n  \u003c/td\u003e\n  \u003ctd\u003e\n  Data Science on the Google Cloud Platform \u003cbr/\u003e\n  Valliappa Lakshmanan \u003cbr/\u003e\n  O'Reilly, Jan 2017\n  \u003c/td\u003e\n  \u003ctd\u003e\n  Branch \u003ca href=\"https://github.com/GoogleCloudPlatform/data-science-on-gcp/tree/edition1_tf2\"\u003eedition1_tf2\u003c/a\u003e (obsolete, and will not be maintained)\n  \u003c/td\u003e\n\u003c/table\u003e\n\n### Try out the code on Google Cloud Platform\n\u003ca href=\"https://console.cloud.google.com/cloudshell/open?git_repo=https://github.com/GoogleCloudPlatform/data-science-on-gcp\u0026page=editor\u0026open_in_editor=README.md\"\u003e \u003cimg alt=\"Open in Cloud Shell\" src =\"http://gstatic.com/cloudssh/images/open-btn.png\"\u003e\u003c/a\u003e\n\nThe code on Qwiklabs (see below) is **continually tested**, and this repo is kept up-to-date.\n\nIf the code doesn't work for you, I recommend that you try the corresponding Qwiklab lab to see if there is some step that you missed.\nIf you still have problems, please leave feedback in Qwiklabs, or file an issue in this repo.\n\n### Try out the code on Qwiklabs\n\n- [Data Science on the Google Cloud Platform Quest](https://google.qwiklabs.com/quests/43)\n- [Data Science on Google Cloud Platform: Machine Learning Quest](https://google.qwiklabs.com/quests/50)\n\n\n\n### Purchase book\n[Read on-line or download PDF of book](https://www.oreilly.com/library/view/data-science-on/9781098118945/)\n\n[Buy on Amazon.com](https://www.amazon.com/Data-Science-Google-Cloud-Platform-dp-1098118952/dp/1098118952/)\n\n### Updates to book\nI updated the book in Nov 2019 with TensorFlow 2.0, Cloud Functions, and BigQuery ML.\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgooglecloudplatform%2Fdata-science-on-gcp","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fgooglecloudplatform%2Fdata-science-on-gcp","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fgooglecloudplatform%2Fdata-science-on-gcp/lists"}