Beyond Binary: Unlocking Business Insights with the Power of Multinomial Classifiers: “The Lab” – Part 5

Beyond Binary: Unlocking Business Insights with the Power of Multinomial Classifiers: “The Lab” – Part 5
This is a continuation of the previous blog post Beyond Binary: Unlocking Business Insights with the Power of Multinomial Classifiers: “The Lab” – Part 4. This is an optional step. In this blog post, we’ll see how you can build a matrix report of actual vs predicted churn reasons. Part 5: Constructing a confusion matrix to ...

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 ...

FAQ for Data Cloud Sandbox (GA)

FAQ for Data Cloud Sandbox (GA)
A sandbox is a copy of your Salesforce org that you can use for development, testing, and training, without compromising the data and applications in your production org. Data Cloud can soon be provisioned in your core sandbox to build and test your instance before deployment. To help you prepare, here’s a list of frequently ...

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 ...