{"id":21696427,"url":"https://github.com/madetech/data-101","last_synced_at":"2025-03-20T14:48:10.765Z","repository":{"id":42369571,"uuid":"436224687","full_name":"madetech/data-101","owner":"madetech","description":null,"archived":false,"fork":false,"pushed_at":"2024-11-27T11:41:23.000Z","size":5853,"stargazers_count":12,"open_issues_count":5,"forks_count":9,"subscribers_count":6,"default_branch":"main","last_synced_at":"2025-01-25T14:11:37.963Z","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":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/madetech.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":"2021-12-08T11:36:05.000Z","updated_at":"2024-11-27T11:41:27.000Z","dependencies_parsed_at":"2023-02-15T10:46:45.912Z","dependency_job_id":"dccdf0c0-daf0-45fd-85cc-9b8d310a24c5","html_url":"https://github.com/madetech/data-101","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/madetech%2Fdata-101","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/madetech%2Fdata-101/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/madetech%2Fdata-101/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/madetech%2Fdata-101/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/madetech","download_url":"https://codeload.github.com/madetech/data-101/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":244636033,"owners_count":20485441,"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":[],"created_at":"2024-11-25T19:19:51.250Z","updated_at":"2025-03-20T14:48:10.759Z","avatar_url":"https://github.com/madetech.png","language":null,"funding_links":[],"categories":[],"sub_categories":[],"readme":"## Data Learning Paths\n\nPlease check out below the Data Learning Paths!\n\nThese are split to beginner -\u003e advanced data concepts to aid in self development.\n\n- :sparkle: [Data 101 Learning Objectives](data_learning_paths/data_101.md)\n- :mechanical_arm: [Data 102 Learning Objectives](data_learning_paths/data_102.md)\n- :crystal_ball: [Data 103 Learning Objectives](data_learning_paths/data_103.md)\n- :floppy_disk: [Cert paths](data_learning_paths/certs.md)\n\nIf you are interested in learning about data science we have provided the following document containing useful topics and resources to get you started:\n\n# Data-101: An introduction to big data in Made Tech (basic tutorial)\n\nWelcome to the data-101 intro section!\n\nYou can find the core learning path below to introduce you to some core data engineering concepts, this is a series of concise modules aiming to take an engineer with no data experience to feeling competent when presented with a data focussed project.\n\nTo expand upon the core learning modules please check out the learning objectives folder where you can see some of the key learning objectives for each data engineer level, and resources to help you achieve those learning objectives.\n\n![Learning pathway diagram](https://github.com/madetech/data-101/blob/main/images/learningpathway.png?raw=true)\n\n# Core\n\n## Python\n - :snake: [Python, pip, pyenv](modules/core/Python.md)\n - :satellite: [API Frameworks - Flask, fastAPI, Django](modules/core/ApiFrameworks.md)\n\n### Modules\n - :panda_face: [Pandas - Introduction to data loading \u0026 transformations](modules/core/Python%20modules/Pandas.md)\n - :earth_africa: [GeoPandas - Plotting spatial data](modules/core/Python%20modules/geopandas.md)\n\n## Spark\n - :sparkler: [Spark - Putting the **big** in *big data*](modules/core/Spark.md)\n\n\n# Supplementary learning\n\n- :scream_cat: [SQL](modules/supplementary/SQL.md)\n- :computer: [Terraform](modules/supplementary/Terraform.md)\n- :floppy_disk: [Databases](modules/supplementary/Databases.md)\n\n# Guides\n - :robot: [Machine Learning Workflow: A guide for DMs](guides/machine_learning_workflow.md)\n - :book: [Juypter Notebook Setup](guides/jupyter_setup.md)\n - :pencil: [List of tooling](guides/tooling.md)\n - :cat2: [Sphinx setup instructions](guides/sphinx_setup.md)\n - :memo: [AWS Glue Features](guides/AWS_Glue_Features.md)\n - :guardsman: [AWS TF Permissions](guides/aws_tf_permissions.md)\n - :bookmark: [Poetry with Pyenv](guides/pyenv.md) \n\n\n## Contributing to data-101\nWe welcome and encourage all contributions! This resource is built by the COP-data community for the COP-data community.\nPlease submit contributions via pull request.\nAny questions can be posted to [COP-data](https://madetechteam.slack.com/archives/C01PTEPED6G)\n\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmadetech%2Fdata-101","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmadetech%2Fdata-101","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmadetech%2Fdata-101/lists"}