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Managing Unbalanced Classification Problems – Part 2

desequilibre_cost_sensitive_learning

This article will be divided into two parts: The first focuses on the choice of metrics specific to this type of data, the second details the range of useful methods to obtain a successful model. After detailing the different problems related to data imbalance and demonstrating that the choice of the right performance metric is […]

Managing Unbalanced Classification Problems – Part 1

desequilibre_cost_sensitive_learning

Classification of unbalanced data is a classification problem where the training sample contains a strong disparity between the classes to be predicted. This problem is frequently encountered in binary classification problems, especially in anomaly detection. This paper will be divided into two parts: The first one focuses on the choice of metrics specific to this […]

Workflow: Definition and advantages

workflow

According to the statistics of the Workflow Management Coalition, workflows are at the heart of every company’s IT management. Whether you identify, monitor and manage them or not, they drive your business forward. Understanding workflows, workflow management and the potential of each will help ensure your organization’s success. How do you define a workflow? A […]