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AI, Machine Learning & Data ScienceUdemy2020-12 Edition100% Free Video Course

Advanced Data Science Techniques in SPSS

Advanced Data Science Techniques in SPSS course. Within days you can master some of the most complex data analysis techniques available in SPSS software. Even if you are not a professional mathematician or statistician, you will understand these techniques well and be able to apply them in practical and real situations. Let’s see what you will learn: Stepwise regression Non-linear regression K nearest neighbor Decision trees Neural networks Two-stage cluster analysis Survival analysis

78 Video Lessons
6.8 Hours On-Demand
Created by Udemy
Uploaded Sep 2026
English
beginner to advanced
Advanced Data Science Techniques in SPSS
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Course Features:
6.8 hours on-demand video
78 complete lectures
Streamable on mobile, tablet & desktop
Self-paced curriculum with progress tracking
Direct MP4 downloads & offline video access
Verified course archives hosted on cloud infrastructure.

What You'll Master in this Course

Perform advanced linear regression using predictive selection techniques
Perform any type of non-linear regression analysis
Prediction using the k nearest neighbor (KNN) technique.
Using binary trees (CART) for prediction (both regression and classification trees)
Using non-binary (CHAID) trees for prediction (both regression and classification trees)
Construction and training of a multilayer perceptron (MLP)
Construction and training of a radial basis neural network (RBF)
Perform two-way clustering analysis
Carrying out survival analysis using the Kaplan-Meier method
Performing survival analysis using Cox regression
Validation of prediction techniques (KNN, trees, neural networks) using validation set and cross-validation approach
Save a predictive analytics model and use it to predict future new data

Course Curriculum78 Lectures

12 sections • 6.8 hours total length

Prefer offline learning? Download all 78 video lectures and project files for free.
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Requirements

  • SPSS program installed (version 21+)
  • Basic SPSS knowledge
  • Basic or intermediate statistics knowledge

Description

Advanced Data Science Techniques in SPSS course. Within days you can master some of the most complex data analysis techniques available in SPSS software. Even if you are not a professional mathematician or statistician, you will understand these techniques well and be able to apply them in practical and real situations. Let’s see what you will learn: Stepwise regression Non-linear regression K nearest neighbor Decision trees Neural networks Two-stage cluster analysis Survival analysis

Instructor

U

Udemy

Specialist in AI, Machine Learning & Data Science

Passionate educator focused on real-world practical skills, modern frameworks, and production-ready engineering practices. Delivering step-by-step masterclasses accessible to learners globally on MJ Accedemy.

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