├── Data Science and Machine Learning ├── 1. Data collection - API calling and Webscraping │ ├── Images │ │ ├── DOWNLOAD.PNG │ │ ├── Login.PNG │ │ ├── key.png │ │ └── layer.PNG │ ├── README.md │ ├── Using an API │ │ └── API demonstration.ipynb │ └── Webscraping │ │ ├── Barfoot and Thompson spider │ │ └── barfoot │ │ │ ├── items.py │ │ │ ├── middlewares.py │ │ │ ├── pipelines.py │ │ │ ├── settings.py │ │ │ └── spiders │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ │ │ ├── __init__.cpython-37.pyc │ │ │ └── bf.cpython-37.pyc │ │ │ └── bf.py │ │ ├── Images │ │ ├── Create_environ.PNG │ │ ├── Environ.PNG │ │ ├── Launch.png │ │ ├── Regex1.PNG │ │ ├── Scrapy_install.jpg │ │ └── Scrapy_install_1.PNG │ │ ├── README.md │ │ └── Raywhite Spider │ │ └── raywhite │ │ ├── items.py │ │ ├── middlewares.py │ │ ├── pipelines.py │ │ ├── settings.py │ │ └── spiders │ │ ├── __init__.py │ │ ├── __pycache__ │ │ ├── __init__.cpython-37.pyc │ │ └── rw.cpython-37.pyc │ │ └── rw.py ├── 2. Data Analysis and Model building │ ├── Code │ │ └── Data Analysis.r │ └── README.md ├── Attribute information.md ├── Dataset for Assignment.csv ├── README.md └── SampleReport.pdf ├── Databases and API ├── .gitattributes ├── .gitignore ├── DB-API.md ├── README.md ├── StudentSIMS │ ├── StudentSIMS.sln │ └── StudentSIMS │ │ ├── Controllers │ │ └── StudentsController.cs │ │ ├── Data │ │ └── StudentContext.cs │ │ ├── Migrations │ │ ├── 20200623042857_InitialCreate.Designer.cs │ │ ├── 20200623042857_InitialCreate.cs │ │ ├── 20200623052020_UpdateModelFixed.Designer.cs │ │ ├── 20200623052020_UpdateModelFixed.cs │ │ └── StudentContextModelSnapshot.cs │ │ ├── Models │ │ └── Student.cs │ │ ├── Program.cs │ │ ├── Properties │ │ └── launchSettings.json │ │ ├── Startup.cs │ │ ├── StudentSIMS.csproj │ │ ├── appsettings.Development.json │ │ └── appsettings.json └── img │ ├── Azure (1).png │ ├── Azure (10).png │ ├── Azure (11).png │ ├── Azure (12).png │ ├── Azure (13).png │ ├── Azure (14).png │ ├── Azure (15).png │ ├── Azure (2).png │ ├── Azure (3).png │ ├── Azure (4).png │ ├── Azure (5).png │ ├── Azure (6).png │ ├── Azure (7).png │ ├── Azure (8).png │ ├── Azure (9).png │ ├── add-app-services.PNG │ ├── api (1).png │ ├── api (10).png │ ├── api (11).png │ ├── api (12).png │ ├── api (13).png │ ├── api (14).png │ ├── api (15).png │ ├── api (16).png │ ├── api (17).png │ ├── api (18).png │ ├── api (19).png │ ├── api (2).png │ ├── api (20).png │ ├── api (21).png │ ├── api (22).png │ ├── api (23).png │ ├── api (24).png │ ├── api (25).png │ ├── api (26).png │ ├── api (27).png │ ├── api (28).png │ ├── api (29).png │ ├── api (3).png │ ├── api (30).png │ ├── api (4).png │ ├── api (5).png │ ├── api (6).png │ ├── api (7).png │ ├── api (8).png │ ├── api (9).png │ ├── apis.PNG │ ├── choose-publish.png │ ├── configure-cors.PNG │ ├── dbdata.PNG │ ├── existing-publish.PNG │ ├── publish-code.PNG │ ├── search-app-services.PNG │ ├── successful-deployed.PNG │ ├── web-app-form.PNG │ ├── where-publish.PNG │ └── windows-publish.PNG ├── DevOps - Azure Pipeline ├── README.md └── images │ ├── add_app_deploy.jpg │ ├── add_task.jpg │ ├── artifact_release.jpg │ ├── azure_devops_invite_member.png │ ├── choose_github.jpg │ ├── clone_it.jpg │ ├── commit_pipeline_init.jpg │ ├── create_app.jpg │ ├── create_org.jpg │ ├── create_pipeline.jpg │ ├── create_repo.jpg │ ├── edit_pipeline.jpg │ ├── empty_job.jpg │ ├── empty_job_2.jpg │ ├── enable_cd.jpg │ ├── find_web_app.jpg │ ├── first_release.jpg │ ├── git_clone.jpg │ ├── github_collaborator_invite.png │ ├── name_org.jpg │ ├── name_project.jpg │ ├── new_org.jpg │ ├── new_release.jpg │ ├── pipeline_config.jpg │ ├── pipelines.jpg │ ├── portal.jpg │ ├── queued_job.jpg │ ├── react_app.jpg │ ├── release_build.jpg │ ├── release_menu.jpg │ ├── release_task.jpg │ ├── running_job.jpg │ ├── save_init_pipeline.jpg │ ├── save_release.jpg │ ├── select_repo.jpg │ ├── set_cd.jpg │ ├── specify_deploy.jpg │ ├── template_select.jpg │ ├── web_app.jpg │ ├── zip_create.jpg │ └── zip_task.jpg ├── README.md └── Web App ├── .gitignore ├── README.md ├── images └── react_landing.png ├── package-lock.json ├── package.json ├── public ├── favicon.ico ├── index.html ├── logo192.png ├── logo512.png ├── manifest.json └── robots.txt ├── src ├── App.css ├── App.test.tsx ├── App.tsx ├── Common │ └── Interfaces.ts ├── Components │ ├── MediaCardComponent │ │ ├── MediaCard.css │ │ └── MediaCard.tsx │ ├── MediaGridComponent │ │ ├── MediaGrid.css │ │ └── MediaGrid.tsx │ └── SearchBarComponent │ │ ├── SearchBar.css │ │ └── SearchBar.tsx ├── index.css ├── index.tsx ├── logo.svg ├── react-app-env.d.ts ├── serviceWorker.ts └── setupTests.ts ├── tsconfig.json └── yarn.lock /Data Science and Machine Learning/1. 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