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AI Workflow_Capstone

Files for the IBM AI Enterprise Workflow Capstone project.

Details:

  • Are there unit tests for the API?

    Unittest\testAPIs.py

  • Are there unit tests for the model?

    Unittest\unittest-model.py

  • Are there unit tests for the logging?

    Unittest\unittest-logger.py

  • Can all of the unit tests be run with a single script and do all of the unit tests pass?

    Unittest\tests-run-script.py

  • Is there a mechanism to monitor performance?

    Unittest\unittest-logger.py

  • Was there an attempt to isolate the read/write unit tests from production models and logs?

  • Does the API work as expected? For example, can you get predictions for a specific country as well as for all countries combined?

    app.py

  • Does the data ingestion exists as a function or script to facilitate automation?

    cslib.py

  • Were multiple models compared?

    time-series-notebooks

  • Did the EDA investigation use visualizations?

    Capstone Part1.ipynb

  • Is everything containerized within a working Docker image?

    Dockerfile

  • Did they use a visualization to compare their model to the baseline model?

    time-series-notebooks

  • Build the Docker image and run it

    Step one: build the image (from the directory that was created with this notebook)

    ~$ cd docker

    ~$ docker build -t predict-app .

    Check that the image is there.

    ~$ docker image ls

    You may notice images that you no longer use. You may delete them with

    ~$ docker image rm IMAGE_ID_OR_NAME

    Run the container

    docker run -p 4000:8080 predict-app

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