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Udemy Using Data Science for Retail Store Segmentation

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Files:

Get Bonus Downloads Here.url 183 bytes
1 -Intro.pptx 289.8 KB
1 -Introduction.mp4 30.2 MB
1 -Segmentation_Steps (1).ipynb 2.0 MB
1 -Webscraping_Performance_Metrics (1).ipynb 26.8 KB
1 -bigquery_code.sql 6.6 KB
1 -sas_code.sas 12.4 KB
2 -Business Problem.mp4 7.1 MB
2 -Business_Problem_Store_Segmentation.pdf 1.8 KB
3 -Variables CU.pptx 1.2 MB
3 -Variables.mp4 14.0 MB
1 -Idea Decision Tree Feature Importance to Explain Membership to a Cluster.mp4 19.8 MB
1 -cluster_tree_profiling.pdf 28.7 KB
2 -Function to plot distribution for a given variable (cluster vs population).mp4 28.5 MB
2 -plot_segment_vs_population_distribution.pdf 32.9 KB
3 -Increasing the number of variables appearing in feature importance.mp4 37.4 MB
3 -tree_feature_importance_methods.pdf 42.1 KB
4 -A robust method to choose top feature importances along several random states.mp4 58.0 MB
4 -robust_feature_importance_per_cluster.pdf 36.1 KB
5 -Interpretation of segment 1.mp4 24.7 MB
5 -Segment_1_Analysis_Complete.pdf 640.4 KB
6 -Interpretation of segment 2.mp4 15.0 MB
6 -Segment_2_Analysis_Complete.pdf 821.8 KB
7 -Interpretation of segment 3.mp4 12.9 MB
7 -Segment_3_Analysis_Complete.pdf 477.8 KB
8 -Interpretation of segment 4.mp4 11.7 MB
8 -Segment_4_Analysis_Complete.pdf 737.4 KB
1 -Final Results.pptx 2.2 MB
1 -Overview of the 4 segments.mp4 30.6 MB
1 -Step 1- preparing_data_presentation.pdf 43.2 KB
1 -Step 2 distribution_life_cycle_plot.pdf 40.6 KB
1 -Step 3 pie_chart_gender_segment_vs_population.pdf 37.8 KB
1 -Step 4 distribution_plot_weather_segment_vs_population.pdf 39.4 KB
1 -Step 5 preprocess_radar_chart_data.pdf 38.1 KB
1 -Step 6 section_contribution_segment_vs_population.pdf 48.9 KB
1 -metricas_x_segmento escalado.xlsx 15.2 KB
1 -participacion_seccion_x_segmento.xlsx 12.5 KB
2 -Segment 1 Tech-Focused Small Stores.mp4 34.1 MB
3 -Segment 2 Electronics & Furniture for Seniors.mp4 13.4 MB
4 -Segment 3 Comfort-Oriented Family stores.mp4 11.4 MB
5 -Segment 4 Single-Customer budget Stores.mp4 8.1 MB
6 -Comment On Cumulative Profit and Turnover.mp4 7.6 MB
1 -Colab Connection to BQ (Extraction of Stores).mp4 26.1 MB
1 -colab connection.pdf 25.3 KB
10 -Google Sheet (Stores Size) + Simple Preprocessing Processing.mp4 28.4 MB
10 -size_of_stores.pdf 25.2 KB
11 -API Denue (Competition Around Stores).mp4 108.8 MB
11 -extracting_city_competition.pdf 44.2 KB
2 -BigQuery Transactions.mp4 37.1 MB
2 -transactions_from_bigquery.pdf 34.7 KB
3 -Existing Customer Segmentation.mp4 34.9 MB
3 -existing customer segmentation.pdf 43.4 KB
4 -Webscraping.mp4 128.6 MB
4 -webscraping performance metrics.pdf 45.9 KB
5 -Some Preprocessing On Output of Webscraping.mp4 13.7 MB
5 -some_preprocessing.pdf 22.1 KB
6 -More Preprocessing On Output of Webscraping.mp4 38.1 MB
6 -more_preprocessing.pdf 24.5 KB
7 -Cumulative Performance Metrics from Webscraping.mp4 46.8 MB
7 -more preprocesing cumulative metrics.pdf 39.3 KB
8 -Economy of the City (BQ) + Some Preprocessing.mp4 32.7 MB
8 -environment_city_economy.pdf 19.6 KB
9 -Weather (BQ) + Some Preprocessing.mp4 9.5 MB
9 -weather extraction.pdf 19.1 KB
1 -Missing Values Due to Opening Dates.mp4 40.4 MB
1 -filter store and sections.pdf 276.6 KB
2 -Intersecting Tables and Dataframes with Selected Stores and Sections.mp4 42.4 MB
2 -intersecting with relevant stores and sections.pdf 31.1 KB
3 -Missing Values in Transactions Table.mp4 53.2 MB
3 -missing values in transactions.pdf 356.5 KB
1 -Contribution of Sales per Section.mp4 24.2 MB
1 -sales_per_section_percentage_contribution.pdf 25.2 KB
2 -Contribution per Life Cycle.mp4 19.1 MB
2 -life_cycle_contribution.pdf 21.1 KB
3 -Contribution per Gender.mp4 8.8 MB
3 -gender_contribution.pdf 19.7 KB
4 -Average Sales, Profit and Inventory.mp4 50.7 MB
4 -monthly_averages_inventory_profit_sales.pdf 23.8 KB
5 -Cumulative Turnover and Cumulative Profit.mp4 12.1 MB
5 -cumulative_performance_metrics.pdf 28.8 KB
6 -Average Ticket, Average Spending and Average Credit Limit.mp4 10.5 MB
6 -gasto_ticket_lc_promedio_code.pdf 355.0 KB
1 -Top sections contributing to the total sales.mp4 31.6 MB
1 -top_sections.pdf 23.9 KB
2 -Correlation Plots.mp4 49.2 MB
2 -correlation_plots.pdf 24.1 KB
3 -Distribution Plots.mp4 73.3 MB
3 -distribution_plots.pdf 39.9 KB
4 -Box plots.mp4 28.7 MB
4 -box_plots.pdf 27.0 KB
1 -Winsorization, Yeo-Johnson Transformation and Standardization.mp4 35.3 MB
1 -data_transformation_functions.pdf 21.8 KB
1 -transformations.pptx 1.2 MB
2 -Transforming Top Sections.mp4 36.2 MB
2 -transform_top_sections.pdf 25.4 KB
3 -Transforming Weather Variable.mp4 9.5 MB
3 -transform_weather.pdf 21.8 KB
4 -Transforming Customer Variables.mp4 18.0 MB
4 -transform_customers.pdf 23.4 KB
5 -Transforming Economy Variables.mp4 12.0 MB
5 -transform_environment_economy.pdf 23.4 KB
6 -Transforming Performance Variables and Merge Everything.mp4 45.7 MB
6 -transform_performance_metrics.pdf 26.9 KB
1 -PCA Coefficients of First Component.mp4 38.0 MB
1 -pca_python_code.pdf 19.7 KB
2 -PCA Interpreting Coefficients of First Component.mp4 35.6 MB
2 -pca_component1_interpretation.pdf 575.8 KB
3 -PCA Interpreting Coefficients Second Component.mp4 15.3 MB
3 -pca_component2_interpretation.pdf 568.1 KB
4 -PCA Interpreting Coefficients Third Component.mp4 20.7 MB
4 -pca_component3_interpretation.pdf 364.1 KB
5 -PCA Interpreting Coefficients of Components Fourth, Fifth and Sixth.mp4 20.7 MB
5 -pca_component4_interpretation.pdf 366.2 KB
5 -pca_component5_interpretation.pdf 374.2 KB
5 -pca_component6_interpretation.pdf 552.4 KB
1 -Elbow Method.mp4 23.3 MB
1 -Elbow Method.pdf 495.7 KB
2 -Jaccard Similarity To Compare Different Cluster Labels.mp4 22.2 MB
2 -jarccard similarity.pdf 357.1 KB
3 -Two Auxiliary Functions.mp4 6.4 MB
3 -two_auxiliary_functions.pdf 33.5 KB
4 -Detecting Random State of the Most Stable Clustering.mp4 26.3 MB
4 -detect_stable_clustering.pdf 492.2 KB
5 -Fitting K Means With Selected Random State.mp4 32.8 MB
5 -fit k means with selected random state.pdf 27.4 KB
6 -Evaluate Clustering with Silhouette Score.mp4 26.9 MB
6 -silhouette_score.pdf 41.4 KB
1 -(Optional) SAS - BigQuery Connection.mp4 40.7 MB
1 -sas_connection_bigquery.pdf 57.6 KB
2 -(Optional) SAS Miner Diagram.mp4 50.3 MB
3 -SAS Miner Profiling.mp4 67.2 MB
3 -feature importance decision tree for segment.pdf 43.5 KB
4 -Interpretation of segments (SAS Miner Profiling).mp4 103.7 MB
4 -profiling_segments.pdf 1014.3 KB
5 -(Optional) Extraction of SAS Miner Clustering Code.mp4 23.9 MB
5 -scoring_code_sas_miner.pdf 54.6 KB
5 -scoring_sas.txt 10.7 KB
Bonus Resources.txt 70 bytes

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