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Bank Marketing Campaign Analysis

Improve marketing campaign of a Portuguese bank by analyzing their past marketing campaign data and recommending which customer to target

Install / Use

npx skills add HegdeChaitra/Bank-Marketing-Campaign-Analysis

Installs into whichever agent you are using.

About this skill

Quality Score

0/100

Supported Platforms

Universal

README

Bank-Marketing-Campaign-Analysis

  • Analyzed the prior marketing campaigns of a Portuguese Bank using various ML techniques like Logistic Regression, Random Forests,Decision Trees, Gradient Boosting and AdaBoost and predicted if the user will buy the Bank’s term deposit or not

  • Recommended, the marketing team, ways to better target customers using feature importance maps and business intuition

Instructions to run the code:

  1. Make sure the data file ("bank-additional-full.csv") is in the same directory as the ipython notebook or edit the ipython notebook accordingly.
  2. Make sure to run the notebook in python 3 environment. Make sure all the dependencies used in the notebook are installed in the local machine.
  3. Run the code sequentially as given in the notebook.
  4. Notebook is commented adequately to give the rational, inferences of the executed code.

Quick result

Feature Importance

Alt text

Recommendation to Marketing Team

Alt text

Related Skills

View on GitHub
GitHub Stars65
CategoryData
Updated1mo ago
Forks38

Languages

Jupyter Notebook

Security Score

85/100

Audited on Jun 19, 2026

No findings