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Consider how, with machine learning, we’re working with probabilistic systems instead. Computer software runs “logic” in hardware, the test suites are repeatable, it’s a relatively deterministic process. Finally, I will demonstrate some of the features of the Prefect UI.Ĭonsider how the software development life cycle (SLDC) is well-defined at this point: planning, creating, testing, deploying, maintaining – or some variant, depending on your software methodology. I will also give an overview of our system’s architecture and integration with CI/CD and version control tools. In this talk, I will discuss the decisions that led my data analytics and engineering team at Duke’s Office of Information Technology to choose Prefect as our workflow management tool. Excellent options abound (NiFi, Airflow, etc), and every team’s use case is unique. Prefect as a Data Engineering Workflow Management ToolĬhoosing a workflow management tool that suits a team’s current needs and projected future projects can be a difficult decision. Let's get the meetups going again! We will have 2 exciting short talks this time.Īcademic Data Engineer from Duke University

Download the appropriate file(s) below.This is an online 1h meetup during lunch time. The IBM SPSS software is available at the following links. SPSS 29 Installation Instructions for macOS.Video: How to Install SPSS 29 on Windows.SPSS 29 Installation Instructions for Windows.Once the file has completed downloading, please follow the instructions on this page. Please download the zip files containing IBM SPSS software into a directory/folder of your choice - remember where you saved the file. Upgrade to IBM SPSS 29 for the new license. The new 2023 license update is now available below. Our SPSS License expires at the beginning of January every year. IBM SPSS is a statistical software package offered by IBM.