How to deal with imbalanced data in Python

How to deal with imbalanced data in Python

The pythonic solution to balance the imbalanced .How to deal with imbalanced data in Python

Imbalanced data is a very common occurrence in real-world domains, especially when the subject of interest for a decision-making system is a rare but important case. This can be a problem when a future decision is to be made based on insights from historical data. Inadequate data from the minority case can hamper the robustness of the new decision being made.

The case of imbalanced data exists almost to any real-life applications. For instance, the average customer churn rate for wireless carriers in the US is somewhere between 1–6%. Likewise in marketing, the average conversion rate also lingers in the single-digit range.

So, what can the problem be when using imbalanced data in Machine Learning (ML)? How can you deal with the imbalanced data? This article will walk you through all these questions and show you some practical examples in Python.

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Data Science Projects | Data Science | Machine Learning | Python

Practice your skills in Data Science with Python, by learning and then trying all these hands-on, interactive projects, that I have posted for you.

Data Science Projects | Data Science | Machine Learning | Python

Practice your skills in Data Science with Python, by learning and then trying all these hands-on, interactive projects, that I have posted for you.

Data Science Projects | Data Science | Machine Learning | Python

Practice your skills in Data Science with Python, by learning and then trying all these hands-on, interactive projects, that I have posted for you.

Data Science Projects | Data Science | Machine Learning | Python

Practice your skills in Data Science with Python, by learning and then trying all these hands-on, interactive projects, that I have posted for you.

Data Science Projects | Data Science | Machine Learning | Python

Practice your skills in Data Science with Python, by learning and then trying all these hands-on, interactive projects, that I have posted for you.