Topic Thread

Course 5 - AI Enterprise Workflow Study Group

  • 1.  Course 5 - AI Enterprise Workflow Study Group

    Posted Wed May 13, 2020 09:20 AM

    Hi Everyone,

    We're nearing the end of the AI Enterprise Workflow Course and study group. We've just completed course five: Enterprise Model Deployment. This has been my favorite course in the series so far. I really enjoyed digging into the ins and outs of model deployment with tools like Docker, Spark and Flask. 

    Here's are some of the topics we explored in week 1:

    • Apache Spark's RDDs, dataframes, and a pipeline
    • Using spark-submit scripts to interface with Spark environments
    • Deploying a Flask app with Docker to deploy the ML model
    • Deploying machine learning models from Watson Studio to Watson Machine Learning

    And in week 2:

    • Building a data ingestion pipeline using Apache Spark
    • Tuning hyperparameters in machine learning models on Apache Spark
    • Explaining how collaborative filtering and content-based filtering work

    You can watch the study group videos below and if you haven't already, check out the class on Coursera.



    Sam Charrington