Logistic Regression Fundamentals: Analyze & Predict

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Course Overview

What You'll Learn

  • Learners will explain regression fundamentals, differentiate probability prediction methods, and analyze logistic regression key concepts including logit transformation, odds interpretation, and Maximum Likelihood Estimation (MLE).
  • Learners will also apply SAS methodologies for variable selection, use PROC LOGISTIC, and evaluate model performance with concordant/discordant pairs, chi-square tests, and global vs local goodness-of-fit measures.

This beginner-friendly course provides a comprehensive introduction to logistic regression, one of the most widely used techniques in data science and analytics. Learners will explain regression fundamentals, differentiate probability prediction methods, and analyze logistic regression key concepts including logit transformation, odds interpretation, and Maximum Likelihood Estimation (MLE). The course progresses from foundational regression principles to practical applications of logistic regression, covering approaches such as binning, continuous, and dummy variable transformations. Learners will also apply SAS methodologies for variable selection, use PROC LOGISTIC, and evaluate model performance with concordant/discordant pairs, chi-square tests, and global vs local goodness-of-fit measures. By the end of the course, participants will be able to design stable predictive models, interpret results with confidence, and evaluate logistic regression models for real-world decision-making in analytics and business intelligence.

Course FAQs

Is this an accredited online course?

Accreditation for 'Logistic Regression Fundamentals: Analyze & Predict' is determined by the provider, EDUCBA. For online college courses or degree programs, we strongly recommend you verify the accreditation status directly on the provider's website to ensure it meets your requirements.

Can this course be used for continuing education credits?

Many of the courses listed on our platform are suitable for professional continuing education. However, acceptance for credit varies by state and licensing board. Please confirm with your board and {course.provider} that this specific course qualifies.

How do I enroll in this online school program?

To enroll, click the 'ENROLL NOW' button on this page. You will be taken to the official page for 'Logistic Regression Fundamentals: Analyze & Predict' on the EDUCBA online class platform, where you can complete your registration.