Professional Certificate in Logistic Regression for Research
-- ViewingNowThe Professional Certificate in Logistic Regression for Research is a comprehensive course designed to equip learners with the essential skills needed to excel in the data analysis field. This program focuses on logistic regression, a crucial statistical analysis technique used to model and analyze the probability of occurrence of an event or outcome, especially in machine learning applications.
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Unit 1: Introduction to Logistic Regression
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Unit 2: Understanding Odds Ratios and Probabilities
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Unit 3: Binary Dependent Variables and Logit Functions
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Unit 4: Maximum Likelihood Estimation
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Unit 5: Assessing Model Fit and Goodness-of-Fit Measures
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Unit 6: Diagnosing Logistic Regression Models
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Unit 7: Multicollinearity and Sparsity in Logistic Regression
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Unit 8: Regularization Techniques for Logistic Regression
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Unit 9: Implementing Logistic Regression in R and Python
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Unit 10: Advanced Topics in Logistic Regression
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