Autoimmune Rheumatic Diagnostic Decision Support System

For WIH3001: Data Science Project

For the project titled: "Autoimmune and rheumatic disease classification enhanced by LLM-augmented explainable AI"

'Ammar Haziq bin Abdul Halim

22002548/2

Semester 1, 2025/2026 Academic Session

Powered by Python, Google Gemini, and Streamlit.

Name		Name	Last commit message	Last commit date
Latest commit History 16 Commits
.devcontainer		.devcontainer
.idea		.idea
README.md		README.md
X_test_scaled_final.joblib		X_test_scaled_final.joblib
X_test_scaled_final_28-12-2025---00-09.csv		X_test_scaled_final_28-12-2025---00-09.csv
X_train_balanced_final.joblib		X_train_balanced_final.joblib
X_train_scaled_final.joblib		X_train_scaled_final.joblib
X_train_scaled_final_28-12-2025---00-09.csv		X_train_scaled_final_28-12-2025---00-09.csv
app.py		app.py
autoimmune_rheumatic_diagnosis_synthesizer_27-12-2025-18-18.pkl		autoimmune_rheumatic_diagnosis_synthesizer_27-12-2025-18-18.pkl
balanced_test_df_27-12-2025---18-44.csv		balanced_test_df_27-12-2025---18-44.csv
balanced_train_df_27-12-2025---18-44.csv		balanced_train_df_27-12-2025---18-44.csv
best_latest_gbc_model.joblib		best_latest_gbc_model.joblib
best_lgbmc_model.joblib		best_lgbmc_model.joblib
categorical_imputer.joblib		categorical_imputer.joblib
cbc_model.joblib		cbc_model.joblib
knn_imputer.joblib		knn_imputer.joblib
knn_lime_imputer.joblib		knn_lime_imputer.joblib
latest_lime_explainer_final.pkl		latest_lime_explainer_final.pkl
lime_explainer.pkl		lime_explainer.pkl
lime_explainer_final.pkl		lime_explainer_final.pkl
numerical_imputer.joblib		numerical_imputer.joblib
one_hot_encoder.joblib		one_hot_encoder.joblib
packages.txt		packages.txt
preprocessor_1.joblib		preprocessor_1.joblib
preprocessor_2.joblib		preprocessor_2.joblib
requirements.txt		requirements.txt

Provide feedback