Hello Dev Community!

I’m thrilled to share my first machine learning project with you all! As someone who’s just starting out in the world of data science and machine learning, I wanted to tackle a problem that’s both practical and beginner-friendly. So, I decided to build a Loan Approval Prediction Model using Logistic Regression.

What’s the Project About?
The goal of this project is to predict whether a loan applicant will be approved or not based on various features such as income, credit history, loan amount, and more. It’s a classic binary classification problem, making it a great starting point for anyone new to machine learning.

Why Logistic Regression?
Logistic Regression is one of the simplest and most widely used algorithms for classification tasks. It’s perfect for beginners because it’s easy to understand and implement, yet powerful enough to provide meaningful insights. Plus, it’s a great way to get familiar with concepts like probability, odds, and decision boundaries.

What’s in the Project?
In this project, I’ve covered the following steps:

  1. Data Preprocessing: Cleaning the dataset, handling missing values, and encoding categorical variables.
  2. Exploratory Data Analysis (EDA): Visualising the data to understand the relationships between different features and the target variable.
  3. Feature Engineering: Selecting and transforming features to improve model performance.
  4. Model Training: Implementing Logistic Regression using Scikit-Learn.
  5. Model Evaluation: Assessing the model’s performance using metrics like accuracy, precision, recall, and the ROC-AUC score.
  6. Conclusion: Discussing the results and potential areas for improvement.

What Did I Learn?
This project was a fantastic learning experience! I got hands-on with data cleaning, feature engineering, and model evaluation. I also learned how to interpret the results of a Logistic Regression model, which was incredibly rewarding.

Thanks for reading, and I hope you find the project useful! If you have any questions or just want to chat about machine learning, feel free to drop a comment below.

If you’re interested in seeing the code and the detailed steps, you can find the project on my GitHub repository: https://github.com/Hameedhullah/AI_ML-Course-/blob/main/Loan_Approval_Prediction.ipynb

Happy coding!

Cheers,
Hameedhullah

Author Of article : Hameedhullah Read full article