Data Science, Machine Learning, Artificial Intelligence, Technology, Data Mining.
pca.components_ # Create a DataFrame for better visualization and analysis pca_loadings_df = pd.DataFrame(pca_components, columns=cereal_df_encoded.columns, index=[f'PC{i+1}' for i in range(optimal_num_components)]) # Display the loadings pca_loadings_df # Heatmap of the loadings