Failure Prediction for Manufacturing Industry with SQL Server & R
PASS Data Community Summit via YouTube
Overview
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Explore failure prediction techniques for the manufacturing industry using SQL Server and R in this comprehensive conference talk. Delve into the challenges of product failure monitoring and prediction in manufacturing, and learn how machine learning can be leveraged to forecast failure likelihood and estimate product lifespan. Discover how to develop an end-to-end solution using SQL Server 2016, R, and R services, starting with a real-world manufacturing company case study. Examine the creation of various predictive models, including regression, binary classification, and random forest. Gain insights into building reports to effectively communicate outcomes to stakeholders, and understand how advanced analytics tools integrated into SQL Server since the 2016 release can enhance your predictive capabilities.
Syllabus
Failure Prediction for Manufacturing Industry with SQL Server & R - Andrea Martorana Tusa
Taught by
PASS Data Community Summit