diff --git a/README.md b/README.md new file mode 100644 index 0000000000000000000000000000000000000000..41de1541e230aa2eeb2598114d0b449f4fc0f280 --- /dev/null +++ b/README.md @@ -0,0 +1,47 @@ +dashboard/: + +Contains all the Streamlit app components (app.py, overview.py, filtered.py, model_result.py, prediction.py) for building the interactive dashboard. + +alzheimers_disease_data.csv: + +The primary dataset used for analysis and training. + +Correlation-Accuracy_Results: + +Folder with the results from the GA,the best correlation and accuracy from each run + +GA2.ipynb: + +Genetic Algorithm used to select features. + +models.ipynb: + +Trains and evaluates ML models using selected features from GA. + +models2.ipynb: + +Trains and evaluates models using all features for comparison. + +metrics.csv: + +Contains saved metrics like accuracy from different models using the selected features + +preprocessing.ipynb: + +Handles missing values, scaling, and other preprocessing steps. + +requirements.txt: + +List of libraries needed to run the code. + +results.txt: + +Contains the accuracy, correlation and features selected from each run + +Selected_features.csv: + +The final selected features after applying genetic algorithm optimization. + +Tradeoff_plot.png: + +Visual representation of the trade-off between accuracy and correlation results from GA. \ No newline at end of file