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Failure Prediction for Manufacturing Industry with SQL Server & R

Offered By: PASS Data Community Summit via YouTube

Tags

PASS Data Community Summit Courses Machine Learning Courses Predictive Models Courses Advanced Analytics Courses Binary Classification Courses Random Forest Models Courses

Course Description

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

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