Event Details
16 hours
Instructor-led class training, with opportunities to practice learned skills using prepared data
Minitab or JMP Statistical Software
This course is designed for engineers, quality professionals, researchers, and managers who need to understand and extract information from big datasets or simplify very complex data problems.
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16 hours
Instructor-led class training, with opportunities to practice learned skills using prepared data
Minitab or JMP Statistical Software
Advanced Data Mining covers techniques able to handle vast numbers of input variables, correlated input variables, and complex relationships. These additional tools equip the user to perform exploratory data analysis, simplify problems, characterize relationships, set up advanced multivariate process control, and deal with binary response data. This course covers multivariate analysis methods which are ideally suited for today’s big data environment.
Specifically, methods are discussed for multivariate testing with MANOVA, reducing complexity, detection of outliers or clusters, visualizing correlation with PCA, performing multivariate control, finding drivers for categorical responses with discriminant analysis, and handling short fat tables (more variables than rows with potentially correlated inputs) using PLS models.
This course is designed for engineers, quality professionals, researchers, and managers who need to understand and extract information from big datasets or simplify very complex data problems.
Through training, participants will:
Introduction and Basic Concepts
MANOVA
Principal Component Analysis
Multivariate Process Control
Discriminant Analysis
Partial Least Squares or Projection to Latent Structures
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Quality Support Group provides world class training in many useful topics. Their trainers, specifically Don and Dave, are very knowledgeable and genuinely there to help you learn and understand. I took their Green Belt training and certification, and highly recommend it. They have excellent training material, software tools, and activities. They are teaching from many years of experience and have so much technical and industry knowledge that makes it easier to relate to, understand, and apply the concepts. From this experience, I will definitely be looking to get more training from them to improve my skills. I highly recommend reaching out to QSG for your training needs and more. My company, Hexagon, has trusted them for years, having them continually train our employees in regulatory standards, problem solving 8D, continuous improvement, etc
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