Beyond Binary: Unlocking Business Insights with the Power of Multinomial Classifiers: “The Lab” – Part 4

Beyond Binary: Unlocking Business Insights with the Power of Multinomial Classifiers: “The Lab” – Part 4
This is a continuation of the previous blog post Beyond Binary: Unlocking Business Insights with the Power of Multinomial Classifiers: “The Lab” – Part 3. In this blog post, we will integrate binary predictors into a comprehensive multinomial classifier Part 4: Assemble the results from the Ensemble of Binary Classifiers To integrate binary predictors into a ...

Beyond Binary: Unlocking Business Insights with the Power of Multinomial Classifiers: “The Lab” – Part 3

Beyond Binary: Unlocking Business Insights with the Power of Multinomial Classifiers: “The Lab” – Part 3
This is a continuation of the previous blog post Beyond Binary: Unlocking Business Insights with the Power of Multinomial Classifiers: “The Lab”- Part 2. In this blog, we’ll apply One-versus-Rest approach to train five binary models in EInstein Studio and combine their results for probabilistic consistency. Part 3: Training the Binary Model Ensemble How to ...

Beyond Binary: Unlocking Business Insights with the Power of Multinomial Classifiers: “The Lab” – Part 2

Beyond Binary: Unlocking Business Insights with the Power of Multinomial Classifiers: “The Lab” – Part 2
This is a continuation of the previous blog post Beyond Binary: Unlocking Business Insights with the Power of Multinomial Classifiers. In this post, we’ll look at how you can prepare your data with a few clicks using Data Cloud’s Data Transform. Part 2: Data Prep for an Ensemble of Binary Classifiers Our goal is to ...

Beyond Binary: Unlocking Business Insights with the Power of Multinomial Classifiers – Part 1

Beyond Binary: Unlocking Business Insights with the Power of Multinomial Classifiers – Part 1
Multinomial classifiers open new possibilities for making business insights richer and more actionable. Unlike traditional binary models, which predict simple yes-or-no outcomes, multinomial classifiers dive deeper—identifying the specific reasons behind customer behaviors. In this blog, we’ll explore how multinomial classifiers can transform insights, using customer retention in a streaming service as a powerful example of ...