Free Course Download100% Free Direct MP4 LinksUdemyAI, Machine Learning & Data Science2020-12 Edition

Download Advanced Data Science Techniques in SPSS Course for Free

Download the complete Advanced Data Science Techniques in SPSS video course for free with high-definition MP4 video lectures, project exercise archives, and step-by-step masterclasses. Learn offline at your own pace with zero paywalls or recurring subscriptions.

78Lectures

6.8Total Hours

909.3MB Total Size

MP4 / 1080p HD

Instructor: Udemy

English

beginner to advanced

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All Video Lectures Available to Download78 Videos

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Introduction

MP4 HD21m•45.62 MB

Stream

Building an RBF Neural Network

MP4 HD4m•8.96 MB

Stream

Interpreting the RBF Network

MP4 HD5m•10.41 MB

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Using the RBF Network for Future Predictions

MP4 HD4m•8.74 MB

Stream

What is Two-Step Clustering

MP4 HD4m•8.49 MB

Stream

Executing the Two-Step Cluster Analysis

MP4 HD3m•5.65 MB

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Interpreting the Output of the Two-Step Cluster Analysis (1)

MP4 HD8m•17.25 MB

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Interpreting the Output of the Two-Step Cluster Analysis (2)

MP4 HD11m•25.08 MB

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Examining the Evaluation Variables

MP4 HD4m•8.57 MB

Stream

Using Your Clustering Model for Future Predictions

MP4 HD5m•11.82 MB

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What Is the Survival Analysis

MP4 HD5m•10.03 MB

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Introduction to the Kaplan-Meier Method

MP4 HD2m•4.47 MB

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Introduction to the Cox Regression

MP4 HD4m•7.76 MB

Stream

Our Practical Example

MP4 HD3m•6.75 MB

Stream

Executing the Kaplan-Meier Procedure

MP4 HD4m•8.83 MB

Stream

Interpreting the Results of the Kaplan-Meier Method (1)

MP4 HD4m•9.39 MB

Stream

Interpreting the Results of the Kaplan-Meier Method (2)

MP4 HD3m•6.18 MB

Stream

Executing the Cox Regression

MP4 HD7m•15.76 MB

Stream

Interpreting the Cox Regression

MP4 HD5m•11.35 MB

Stream

Introduction to Stepwise Regression

MP4 HD5m•10.28 MB

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Executing the Regression Analysis with the Remove Method

MP4 HD3m•7.66 MB

Stream

Interpreting the Results of the Remove Method

MP4 HD4m•9.15 MB

Stream

Our Practical Example

MP4 HD2m•4.94 MB

Stream

Executing the Stepwise Regression Method

MP4 HD4m•9.86 MB

Stream

Interpreting the Results of the Stepwise Method

MP4 HD11m•24.70 MB

Stream

Executing the Forward Selection Regression

MP4 HD1m•3.04 MB

Stream

Interpreting the Results of the Forward Selection Method

MP4 HD6m•13.98 MB

Stream

Executing the Backward Selection Regression

MP4 HD1m•3.22 MB

Stream

Interpreting the Results of the Backward Selection Method

MP4 HD6m•13.27 MB

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Comparing Nested Models Using the Remove Method

MP4 HD4m•8.82 MB

Stream

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What You'll Master in this Free Download 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

About this Free Download Course

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

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