End to End Machine Learning Project

Dataset source https://www.kaggle.com/datasets/spscientist/students-performance-in-exams?datasetId=74977

Repository Structure:

src/logger.py: scripts for logging Information

src/exception.py: for handline exception

src/utils.py: To load and save the .pkl file

src/components/data_ingesion.py: For loading the dataset and converting train and test dataset

src/components/data_transformation.py: To transform and preprocess data using ML Pipeline and ColumnTransformer

src/components/model_trainer.py: To train and find the best model suited for the dataset

app.py: File contains Flask web app code

Docker: Docker file to build docker image name as rishanu68/student_performance