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How to Predict and Prevent Customer Loss Using AI

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Updated 10 months ago

What you will learn

  • Introduction to Artificial Intelligence

  • Write basic instructions with Python Programming Language.

  • Understand the concept of customer churn and its impact on business.

  • Gain hands-on experience with a real-world customer churn dataset.

  • Build and train an ANN model for churn prediction.

  • Evaluate the performance of the ANN model using metrics such as precision | recall and accuracy.

  • Interpret the results using a confusion matrix and a classification report.

About

Modules

M:1

10:00 AM - 10:30 AM: Registration and Welcome

Participant registration and introductory remarks. Overview of the workshop objectives and agenda.

    M:2

    10:30 AM - 11:30 AM: Introduction to Customer Churn

    Understanding customer churn and its business implications. Overview of predictive analytics for churn prediction.

      M:3

      11:30 AM - 12:30 PM: Data Exploration and Preprocessing

      Introduction to the customer churn dataset. Data cleaning and preprocessing techniques.

        M:4

        12:30 PM - 1:30 PM: Lunch Break

          M:5

          1:30 PM - 3:00 PM: Building the ANN Model

          Introduction to Artificial Neural Networks. Building and training the ANN model using TensorFlow/Keras.

            M:6

            3:00 PM - 3:15 PM: Coffee Break

              M:7

              3:15 PM - 4:30 PM: Model Evaluation and Interpretation

              Evaluating the model using precision, recall, and accuracy. Understanding and interpreting the confusion matrix and classification report.

                M:8

                4:30 PM - 5:00 PM: Q&A and Wrap-Up

                Addressing participant questions and discussing further resources. Closing remarks and feedback collection.

                  Project:

                  Details not provided...

                  Instructors:

                  Michael Baba

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                  • 7 Min on-demand video
                  • Lifetime access
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