FreeCourseWeb com Udemy Using Data Science for Retail Store Segmentation

FreeCourseWeb com Udemy Using Data Science for Retail Store Segmentation

Name	[ FreeCourseWeb.com ] Udemy - Using Data Science for Retail Store Segmentation	DOWNLOAD Copy Link Trouble downloading? see How To
Total Size	2.1 GB
Total Files	138
Last Seen	2025-07-20 00:29
Hash	BBF56A2A8E04C6E70C8E858E45AD7FD39389B6A0

/
Get Bonus Downloads Here.url	0.2 KB
/1 - Introduction/
1 -Intro.pptx	296.7 KB
1 -Introduction.mp4	31.7 MB
1 -Segmentation_Steps (1).ipynb	2.1 MB
1 -Webscraping_Performance_Metrics (1).ipynb	27.4 KB
1 -bigquery_code.sql	6.8 KB
1 -sas_code.sas	12.7 KB
2 -Business Problem.mp4	7.5 MB
2 -Business_Problem_Store_Segmentation.pdf	1.9 KB
3 -Variables CU.pptx	1.3 MB
3 -Variables.mp4	14.7 MB
/.../10 - Describing Clusters (Python Version)/
1 -Idea Decision Tree Feature Importance to Explain Membership to a Cluster.mp4	20.8 MB
1 -cluster_tree_profiling.pdf	29.4 KB
2 -Function to plot distribution for a given variable (cluster vs population).mp4	29.9 MB
2 -plot_segment_vs_population_distribution.pdf	33.7 KB
3 -Increasing the number of variables appearing in feature importance.mp4	39.2 MB
3 -tree_feature_importance_methods.pdf	43.1 KB
4 -A robust method to choose top feature importances along several random states.mp4	60.8 MB
4 -robust_feature_importance_per_cluster.pdf	37.0 KB
5 -Interpretation of segment 1.mp4	25.9 MB
5 -Segment_1_Analysis_Complete.pdf	655.8 KB
6 -Interpretation of segment 2.mp4	15.8 MB
6 -Segment_2_Analysis_Complete.pdf	841.5 KB
7 -Interpretation of segment 3.mp4	13.5 MB
7 -Segment_3_Analysis_Complete.pdf	489.2 KB
8 -Interpretation of segment 4.mp4	12.3 MB
8 -Segment_4_Analysis_Complete.pdf	755.1 KB
/.../11 - Final Results/
1 -Final Results.pptx	2.3 MB
1 -Overview of the 4 segments.mp4	32.0 MB
1 -Step 1- preparing_data_presentation.pdf	44.2 KB
1 -Step 2 distribution_life_cycle_plot.pdf	41.6 KB
1 -Step 3 pie_chart_gender_segment_vs_population.pdf	38.7 KB
1 -Step 4 distribution_plot_weather_segment_vs_population.pdf	40.4 KB
1 -Step 5 preprocess_radar_chart_data.pdf	39.1 KB
1 -Step 6 section_contribution_segment_vs_population.pdf	50.0 KB
1 -metricas_x_segmento escalado.xlsx	15.6 KB
1 -participacion_seccion_x_segmento.xlsx	12.9 KB
2 -Segment 1 Tech-Focused Small Stores.mp4	35.7 MB
3 -Segment 2 Electronics & Furniture for Seniors.mp4	14.0 MB
4 -Segment 3 Comfort-Oriented Family stores.mp4	12.0 MB
5 -Segment 4 Single-Customer budget Stores.mp4	8.5 MB
6 -Comment On Cumulative Profit and Turnover.mp4	8.0 MB
/.../2 - Data Extraction & Data Preprocessing/
1 -Colab Connection to BQ (Extraction of Stores).mp4	27.4 MB
1 -colab connection.pdf	25.9 KB
10 -Google Sheet (Stores Size) + Simple Preprocessing Processing.mp4	29.8 MB
10 -size_of_stores.pdf	25.8 KB
11 -API Denue (Competition Around Stores).mp4	114.1 MB
11 -extracting_city_competition.pdf	45.3 KB
2 -BigQuery Transactions.mp4	38.9 MB
2 -transactions_from_bigquery.pdf	35.6 KB
3 -Existing Customer Segmentation.mp4	36.6 MB
3 -existing customer segmentation.pdf	44.4 KB
4 -Webscraping.mp4	134.8 MB
4 -webscraping performance metrics.pdf	47.0 KB
5 -Some Preprocessing On Output of Webscraping.mp4	14.4 MB
5 -some_preprocessing.pdf	22.6 KB
6 -More Preprocessing On Output of Webscraping.mp4	40.0 MB
6 -more_preprocessing.pdf	25.1 KB
7 -Cumulative Performance Metrics from Webscraping.mp4	49.0 MB
7 -more preprocesing cumulative metrics.pdf	40.2 KB
8 -Economy of the City (BQ) + Some Preprocessing.mp4	34.3 MB
8 -environment_city_economy.pdf	20.1 KB
9 -Weather (BQ) + Some Preprocessing.mp4	9.9 MB
9 -weather extraction.pdf	19.6 KB
/.../3 - Handling Missing Data & More Data Preprocessing/
1 -Missing Values Due to Opening Dates.mp4	42.3 MB
1 -filter store and sections.pdf	283.2 KB
2 -Intersecting Tables and Dataframes with Selected Stores and Sections.mp4	44.4 MB
2 -intersecting with relevant stores and sections.pdf	31.9 KB
3 -Missing Values in Transactions Table.mp4	55.8 MB
3 -missing values in transactions.pdf	365.0 KB
/4 - Feature Engineering/
1 -Contribution of Sales per Section.mp4	25.4 MB
1 -sales_per_section_percentage_contribution.pdf	25.8 KB
2 -Contribution per Life Cycle.mp4	20.0 MB
2 -life_cycle_contribution.pdf	21.6 KB
3 -Contribution per Gender.mp4	9.3 MB
3 -gender_contribution.pdf	20.2 KB
4 -Average Sales, Profit and Inventory.mp4	53.1 MB
4 -monthly_averages_inventory_profit_sales.pdf	24.4 KB
5 -Cumulative Turnover and Cumulative Profit.mp4	12.7 MB
5 -cumulative_performance_metrics.pdf	29.5 KB
6 -Average Ticket, Average Spending and Average Credit Limit.mp4	11.0 MB
6 -gasto_ticket_lc_promedio_code.pdf	363.5 KB
/.../5 - Exploratory Analysis I (Descriptive Statistics)/
1 -Top sections contributing to the total sales.mp4	33.2 MB
1 -top_sections.pdf	24.5 KB
2 -Correlation Plots.mp4	51.6 MB
2 -correlation_plots.pdf	24.7 KB
3 -Distribution Plots.mp4	76.9 MB
3 -distribution_plots.pdf	40.8 KB
4 -Box plots.mp4	30.1 MB
4 -box_plots.pdf	27.7 KB
/6 - Data Transformation/
1 -Winsorization, Yeo-Johnson Transformation and Standardization.mp4	37.0 MB
1 -data_transformation_functions.pdf	22.4 KB
1 -transformations.pptx	1.3 MB
2 -Transforming Top Sections.mp4	38.0 MB
2 -transform_top_sections.pdf	26.0 KB
3 -Transforming Weather Variable.mp4	9.9 MB
3 -transform_weather.pdf	22.3 KB
4 -Transforming Customer Variables.mp4	18.9 MB
4 -transform_customers.pdf	23.9 KB
5 -Transforming Economy Variables.mp4	12.6 MB
5 -transform_environment_economy.pdf	23.9 KB
6 -Transforming Performance Variables and Merge Everything.mp4	48.0 MB
6 -transform_performance_metrics.pdf	27.6 KB
/.../7 - Exploratory Analysis II (PCA Analysis)/
1 -PCA Coefficients of First Component.mp4	39.9 MB
1 -pca_python_code.pdf	20.2 KB
2 -PCA Interpreting Coefficients of First Component.mp4	37.4 MB
2 -pca_component1_interpretation.pdf	589.6 KB
3 -PCA Interpreting Coefficients Second Component.mp4	16.1 MB
3 -pca_component2_interpretation.pdf	581.8 KB
4 -PCA Interpreting Coefficients Third Component.mp4	21.7 MB
4 -pca_component3_interpretation.pdf	372.9 KB
5 -PCA Interpreting Coefficients of Components Fourth, Fifth and Sixth.mp4	21.7 MB
5 -pca_component4_interpretation.pdf	375.0 KB
5 -pca_component5_interpretation.pdf	383.2 KB
5 -pca_component6_interpretation.pdf	565.6 KB
/.../8 - Data Modeling & Evaluation/
1 -Elbow Method.mp4	24.4 MB
1 -Elbow Method.pdf	507.6 KB
2 -Jaccard Similarity To Compare Different Cluster Labels.mp4	23.2 MB
2 -jarccard similarity.pdf	365.6 KB
3 -Two Auxiliary Functions.mp4	6.7 MB
3 -two_auxiliary_functions.pdf	34.3 KB
4 -Detecting Random State of the Most Stable Clustering.mp4	27.6 MB
4 -detect_stable_clustering.pdf	504.0 KB
5 -Fitting K Means With Selected Random State.mp4	34.4 MB
5 -fit k means with selected random state.pdf	28.0 KB
6 -Evaluate Clustering with Silhouette Score.mp4	28.2 MB
6 -silhouette_score.pdf	42.4 KB
/.../9 - Describing Clusters (SAS Version)/
1 -(Optional) SAS - BigQuery Connection.mp4	42.7 MB
1 -sas_connection_bigquery.pdf	59.0 KB
2 -(Optional) SAS Miner Diagram.mp4	52.7 MB
3 -SAS Miner Profiling.mp4	70.4 MB
3 -feature importance decision tree for segment.pdf	44.5 KB
4 -Interpretation of segments (SAS Miner Profiling).mp4	108.7 MB
4 -profiling_segments.pdf	1.0 MB
5 -(Optional) Extraction of SAS Miner Clustering Code.mp4	25.1 MB
5 -scoring_code_sas_miner.pdf	56.0 KB
5 -scoring_sas.txt	10.9 KB
/~Get Your Files Here !/
Bonus Resources.txt	0.1 KB
Total files 138