Machine Learning and Data Science post-graduate course, 2022

About this Project

From March 2022 to January 2023 I attended Machine Learning and Data Science post-graduate course on University of Economics in Katowice. This repository includes two projects that I was required to prepare for 'Machine Learning' and 'Natural Language Processing' classes:

1. Predicting Card Application Approval
2. Predicting Spam

I utilised sklearn in-built algorithms, i.e.: Logistic regression, Decision tree and Random forest. I am aware that more advanced algorithms could be used, however I chose those that I am most familiar with.

Skills demonstrated

• Python programming (including Pandas, Numpy, Scikit-learn, nltk, Seaborn)
• Fundamental knowledge of machine learning algorithms
• Clean coding

Tools utilised

• MS Excel and PowerQuery (for initial data exploration)
• Google Colab

Datasets

• 'Credit Approval Data Set' available on UCI Machine Learning Repository (link)
• 'SMS Spam Collection Dataset' available on Kaggle (link)