ACS 3530 Data Science in Production (DS 2.3)

This course covers the tools and techniques commonly utilized for production machine learning in industry. Students learn how to provide web interfaces for training machine learning or deep learning models with Flask and Docker. Students will deploy models in the cloud through Amazon Web Services, gather and process data from the web, and display information for consumption in advanced web applications using Plotly and D3.js. This course also covers how to work with structured (SQL) and unstructured (NoSQL) databases. The students use Spark and PySpark to make querying even the largest data stores manageable. Prerequisites: ACS 3510