karima-sobhi/codsoft_ml

This repository is for ML intern from CODSOFT.

CODSOFT

This repository is for ML intern from CODSOFT 📍 Batch - Jan 2024

Here, I have uploaded all my solutions of tasks in my Machine Learning Internship provided by CodSoft.

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[1] Task 1 - MOVIE GENRE CLASSIFICATION

- predict the genre of a movie based on its description using ML algorithms and NLP

try algorithms like:

✅ Logistic Regression

✅ Decision Tree

✅ Multinomial NB

✅ SVC

link to kaggle Notebook

https://www.kaggle.com/code/karimasobhi/movie-genre-classification/notebook

[2] Task 2 - Fraud-Detection

- detect fraudulent credit card transactions.

try algorithms like:

✅ Logistic Regression

✅ Decision Tree

✅ Random Forests

✅ XGB

✅ SVC

✅ GaussianNB

kaggle Notebook link:

https://www.kaggle.com/code/karimasobhi/fraud-detection-using-ml

[3] Task 3 - Customer Churn Prediction ML

predict customer churn for a subscription based service or business.

Use historical customer data, including features like usage behavior and customer demographics, and try algorithms like

✅ Logistic Regression

✅ Decision Tree

✅ Random Forests

✅ XGB

✅ SVC

✅ Gradient Boosting to predict churn.

Kaggle Notebook link:

https://www.kaggle.com/code/karimasobhi/customer-churn-prediction-ml#Customer-Churn-Prediction-%F0%9F%8F%A6%F0%9F%9A%AA