[ FreeCourseWeb.com ] Udemy - Using Data Science for Retail Store Segmentation

File Name

Size

Get Bonus Downloads Here.url

183 B

~Get Your Files Here !/1 - Introduction/1 -Intro.pptx

290 kB

~Get Your Files Here !/1 - Introduction/1 -Introduction.mp4

30 MB

~Get Your Files Here !/1 - Introduction/1 -Segmentation_Steps (1).ipynb

2.0 MB

~Get Your Files Here !/1 - Introduction/1 -Webscraping_Performance_Metrics (1).ipynb

27 kB

~Get Your Files Here !/1 - Introduction/1 -bigquery_code.sql

6.6 kB

~Get Your Files Here !/1 - Introduction/1 -sas_code.sas

12 kB

~Get Your Files Here !/1 - Introduction/2 -Business Problem.mp4

7.1 MB

~Get Your Files Here !/1 - Introduction/2 -Business_Problem_Store_Segmentation.pdf

1.8 kB

~Get Your Files Here !/1 - Introduction/3 -Variables CU.pptx

1.2 MB

~Get Your Files Here !/1 - Introduction/3 -Variables.mp4

14 MB

~Get Your Files Here !/10 - Describing Clusters (Python Version)/1 -Idea Decision Tree Feature Importance to Explain Membership to a Cluster.mp4

20 MB

~Get Your Files Here !/10 - Describing Clusters (Python Version)/1 -cluster_tree_profiling.pdf

29 kB

~Get Your Files Here !/10 - Describing Clusters (Python Version)/2 -Function to plot distribution for a given variable (cluster vs population).mp4

28 MB

~Get Your Files Here !/10 - Describing Clusters (Python Version)/2 -plot_segment_vs_population_distribution.pdf

33 kB

~Get Your Files Here !/10 - Describing Clusters (Python Version)/3 -Increasing the number of variables appearing in feature importance.mp4

37 MB

~Get Your Files Here !/10 - Describing Clusters (Python Version)/3 -tree_feature_importance_methods.pdf

42 kB

~Get Your Files Here !/10 - Describing Clusters (Python Version)/4 -A robust method to choose top feature importances along several random states.mp4

58 MB

~Get Your Files Here !/10 - Describing Clusters (Python Version)/4 -robust_feature_importance_per_cluster.pdf

36 kB

~Get Your Files Here !/10 - Describing Clusters (Python Version)/5 -Interpretation of segment 1.mp4

25 MB

~Get Your Files Here !/10 - Describing Clusters (Python Version)/5 -Segment_1_Analysis_Complete.pdf

640 kB

~Get Your Files Here !/10 - Describing Clusters (Python Version)/6 -Interpretation of segment 2.mp4

15 MB

~Get Your Files Here !/10 - Describing Clusters (Python Version)/6 -Segment_2_Analysis_Complete.pdf

822 kB

~Get Your Files Here !/10 - Describing Clusters (Python Version)/7 -Interpretation of segment 3.mp4

13 MB

~Get Your Files Here !/10 - Describing Clusters (Python Version)/7 -Segment_3_Analysis_Complete.pdf

478 kB

~Get Your Files Here !/10 - Describing Clusters (Python Version)/8 -Interpretation of segment 4.mp4

12 MB

~Get Your Files Here !/10 - Describing Clusters (Python Version)/8 -Segment_4_Analysis_Complete.pdf

737 kB

~Get Your Files Here !/11 - Final Results/1 -Final Results.pptx

2.2 MB

~Get Your Files Here !/11 - Final Results/1 -Overview of the 4 segments.mp4

31 MB

~Get Your Files Here !/11 - Final Results/1 -Step 1- preparing_data_presentation.pdf

43 kB

~Get Your Files Here !/11 - Final Results/1 -Step 2 distribution_life_cycle_plot.pdf

41 kB

~Get Your Files Here !/11 - Final Results/1 -Step 3 pie_chart_gender_segment_vs_population.pdf

38 kB

~Get Your Files Here !/11 - Final Results/1 -Step 4 distribution_plot_weather_segment_vs_population.pdf

39 kB

~Get Your Files Here !/11 - Final Results/1 -Step 5 preprocess_radar_chart_data.pdf

38 kB

~Get Your Files Here !/11 - Final Results/1 -Step 6 section_contribution_segment_vs_population.pdf

49 kB

~Get Your Files Here !/11 - Final Results/1 -metricas_x_segmento escalado.xlsx

15 kB

~Get Your Files Here !/11 - Final Results/1 -participacion_seccion_x_segmento.xlsx

12 kB

~Get Your Files Here !/11 - Final Results/2 -Segment 1 Tech-Focused Small Stores.mp4

34 MB

~Get Your Files Here !/11 - Final Results/3 -Segment 2 Electronics & Furniture for Seniors.mp4

13 MB

~Get Your Files Here !/11 - Final Results/4 -Segment 3 Comfort-Oriented Family stores.mp4

11 MB

~Get Your Files Here !/11 - Final Results/5 -Segment 4 Single-Customer budget Stores.mp4

8.1 MB

~Get Your Files Here !/11 - Final Results/6 -Comment On Cumulative Profit and Turnover.mp4

7.6 MB

~Get Your Files Here !/2 - Data Extraction & Data Preprocessing/1 -Colab Connection to BQ (Extraction of Stores).mp4

26 MB

~Get Your Files Here !/2 - Data Extraction & Data Preprocessing/1 -colab connection.pdf

25 kB

~Get Your Files Here !/2 - Data Extraction & Data Preprocessing/10 -Google Sheet (Stores Size) + Simple Preprocessing Processing.mp4

28 MB

~Get Your Files Here !/2 - Data Extraction & Data Preprocessing/10 -size_of_stores.pdf

25 kB

~Get Your Files Here !/2 - Data Extraction & Data Preprocessing/11 -API Denue (Competition Around Stores).mp4

109 MB

~Get Your Files Here !/2 - Data Extraction & Data Preprocessing/11 -extracting_city_competition.pdf

44 kB

~Get Your Files Here !/2 - Data Extraction & Data Preprocessing/2 -BigQuery Transactions.mp4

37 MB

~Get Your Files Here !/2 - Data Extraction & Data Preprocessing/2 -transactions_from_bigquery.pdf

35 kB

~Get Your Files Here !/2 - Data Extraction & Data Preprocessing/3 -Existing Customer Segmentation.mp4

35 MB

~Get Your Files Here !/2 - Data Extraction & Data Preprocessing/3 -existing customer segmentation.pdf

43 kB

~Get Your Files Here !/2 - Data Extraction & Data Preprocessing/4 -Webscraping.mp4

129 MB

~Get Your Files Here !/2 - Data Extraction & Data Preprocessing/4 -webscraping performance metrics.pdf

46 kB

~Get Your Files Here !/2 - Data Extraction & Data Preprocessing/5 -Some Preprocessing On Output of Webscraping.mp4

14 MB

~Get Your Files Here !/2 - Data Extraction & Data Preprocessing/5 -some_preprocessing.pdf

22 kB

~Get Your Files Here !/2 - Data Extraction & Data Preprocessing/6 -More Preprocessing On Output of Webscraping.mp4

38 MB

~Get Your Files Here !/2 - Data Extraction & Data Preprocessing/6 -more_preprocessing.pdf

24 kB

~Get Your Files Here !/2 - Data Extraction & Data Preprocessing/7 -Cumulative Performance Metrics from Webscraping.mp4

47 MB

~Get Your Files Here !/2 - Data Extraction & Data Preprocessing/7 -more preprocesing cumulative metrics.pdf

39 kB

~Get Your Files Here !/2 - Data Extraction & Data Preprocessing/8 -Economy of the City (BQ) + Some Preprocessing.mp4

33 MB

~Get Your Files Here !/2 - Data Extraction & Data Preprocessing/8 -environment_city_economy.pdf

20 kB

~Get Your Files Here !/2 - Data Extraction & Data Preprocessing/9 -Weather (BQ) + Some Preprocessing.mp4

9.5 MB

~Get Your Files Here !/2 - Data Extraction & Data Preprocessing/9 -weather extraction.pdf

19 kB

~Get Your Files Here !/3 - Handling Missing Data & More Data Preprocessing/1 -Missing Values Due to Opening Dates.mp4

40 MB

~Get Your Files Here !/3 - Handling Missing Data & More Data Preprocessing/1 -filter store and sections.pdf

277 kB

~Get Your Files Here !/3 - Handling Missing Data & More Data Preprocessing/2 -Intersecting Tables and Dataframes with Selected Stores and Sections.mp4

42 MB

~Get Your Files Here !/3 - Handling Missing Data & More Data Preprocessing/2 -intersecting with relevant stores and sections.pdf

31 kB

~Get Your Files Here !/3 - Handling Missing Data & More Data Preprocessing/3 -Missing Values in Transactions Table.mp4

53 MB

~Get Your Files Here !/3 - Handling Missing Data & More Data Preprocessing/3 -missing values in transactions.pdf

356 kB

~Get Your Files Here !/4 - Feature Engineering/1 -Contribution of Sales per Section.mp4

24 MB

~Get Your Files Here !/4 - Feature Engineering/1 -sales_per_section_percentage_contribution.pdf

25 kB

~Get Your Files Here !/4 - Feature Engineering/2 -Contribution per Life Cycle.mp4

19 MB

~Get Your Files Here !/4 - Feature Engineering/2 -life_cycle_contribution.pdf

21 kB

~Get Your Files Here !/4 - Feature Engineering/3 -Contribution per Gender.mp4

8.8 MB

~Get Your Files Here !/4 - Feature Engineering/3 -gender_contribution.pdf

20 kB

~Get Your Files Here !/4 - Feature Engineering/4 -Average Sales, Profit and Inventory.mp4

51 MB

~Get Your Files Here !/4 - Feature Engineering/4 -monthly_averages_inventory_profit_sales.pdf

24 kB

~Get Your Files Here !/4 - Feature Engineering/5 -Cumulative Turnover and Cumulative Profit.mp4

12 MB

~Get Your Files Here !/4 - Feature Engineering/5 -cumulative_performance_metrics.pdf

29 kB

~Get Your Files Here !/4 - Feature Engineering/6 -Average Ticket, Average Spending and Average Credit Limit.mp4

10 MB

~Get Your Files Here !/4 - Feature Engineering/6 -gasto_ticket_lc_promedio_code.pdf

355 kB

~Get Your Files Here !/5 - Exploratory Analysis I (Descriptive Statistics)/1 -Top sections contributing to the total sales.mp4

32 MB

~Get Your Files Here !/5 - Exploratory Analysis I (Descriptive Statistics)/1 -top_sections.pdf

24 kB

~Get Your Files Here !/5 - Exploratory Analysis I (Descriptive Statistics)/2 -Correlation Plots.mp4

49 MB

~Get Your Files Here !/5 - Exploratory Analysis I (Descriptive Statistics)/2 -correlation_plots.pdf

24 kB

~Get Your Files Here !/5 - Exploratory Analysis I (Descriptive Statistics)/3 -Distribution Plots.mp4

73 MB

~Get Your Files Here !/5 - Exploratory Analysis I (Descriptive Statistics)/3 -distribution_plots.pdf

40 kB

~Get Your Files Here !/5 - Exploratory Analysis I (Descriptive Statistics)/4 -Box plots.mp4

29 MB

~Get Your Files Here !/5 - Exploratory Analysis I (Descriptive Statistics)/4 -box_plots.pdf

27 kB

~Get Your Files Here !/6 - Data Transformation/1 -Winsorization, Yeo-Johnson Transformation and Standardization.mp4

35 MB

~Get Your Files Here !/6 - Data Transformation/1 -data_transformation_functions.pdf

22 kB

~Get Your Files Here !/6 - Data Transformation/1 -transformations.pptx

1.2 MB

~Get Your Files Here !/6 - Data Transformation/2 -Transforming Top Sections.mp4

36 MB

~Get Your Files Here !/6 - Data Transformation/2 -transform_top_sections.pdf

25 kB

~Get Your Files Here !/6 - Data Transformation/3 -Transforming Weather Variable.mp4

9.5 MB

~Get Your Files Here !/6 - Data Transformation/3 -transform_weather.pdf

22 kB

~Get Your Files Here !/6 - Data Transformation/4 -Transforming Customer Variables.mp4

18 MB

~Get Your Files Here !/6 - Data Transformation/4 -transform_customers.pdf

23 kB

~Get Your Files Here !/6 - Data Transformation/5 -Transforming Economy Variables.mp4

12 MB

~Get Your Files Here !/6 - Data Transformation/5 -transform_environment_economy.pdf

23 kB

~Get Your Files Here !/6 - Data Transformation/6 -Transforming Performance Variables and Merge Everything.mp4

46 MB

~Get Your Files Here !/6 - Data Transformation/6 -transform_performance_metrics.pdf

27 kB

~Get Your Files Here !/7 - Exploratory Analysis II (PCA Analysis)/1 -PCA Coefficients of First Component.mp4

38 MB

~Get Your Files Here !/7 - Exploratory Analysis II (PCA Analysis)/1 -pca_python_code.pdf

20 kB

~Get Your Files Here !/7 - Exploratory Analysis II (PCA Analysis)/2 -PCA Interpreting Coefficients of First Component.mp4

36 MB

~Get Your Files Here !/7 - Exploratory Analysis II (PCA Analysis)/2 -pca_component1_interpretation.pdf

576 kB

~Get Your Files Here !/7 - Exploratory Analysis II (PCA Analysis)/3 -PCA Interpreting Coefficients Second Component.mp4

15 MB

~Get Your Files Here !/7 - Exploratory Analysis II (PCA Analysis)/3 -pca_component2_interpretation.pdf

568 kB

~Get Your Files Here !/7 - Exploratory Analysis II (PCA Analysis)/4 -PCA Interpreting Coefficients Third Component.mp4

21 MB

~Get Your Files Here !/7 - Exploratory Analysis II (PCA Analysis)/4 -pca_component3_interpretation.pdf

364 kB

~Get Your Files Here !/7 - Exploratory Analysis II (PCA Analysis)/5 -PCA Interpreting Coefficients of Components Fourth, Fifth and Sixth.mp4

21 MB

~Get Your Files Here !/7 - Exploratory Analysis II (PCA Analysis)/5 -pca_component4_interpretation.pdf

366 kB

~Get Your Files Here !/7 - Exploratory Analysis II (PCA Analysis)/5 -pca_component5_interpretation.pdf

374 kB

~Get Your Files Here !/7 - Exploratory Analysis II (PCA Analysis)/5 -pca_component6_interpretation.pdf

552 kB

~Get Your Files Here !/8 - Data Modeling & Evaluation/1 -Elbow Method.mp4

23 MB

~Get Your Files Here !/8 - Data Modeling & Evaluation/1 -Elbow Method.pdf

496 kB

~Get Your Files Here !/8 - Data Modeling & Evaluation/2 -Jaccard Similarity To Compare Different Cluster Labels.mp4

22 MB

~Get Your Files Here !/8 - Data Modeling & Evaluation/2 -jarccard similarity.pdf

357 kB

~Get Your Files Here !/8 - Data Modeling & Evaluation/3 -Two Auxiliary Functions.mp4

6.4 MB

~Get Your Files Here !/8 - Data Modeling & Evaluation/3 -two_auxiliary_functions.pdf

34 kB

~Get Your Files Here !/8 - Data Modeling & Evaluation/4 -Detecting Random State of the Most Stable Clustering.mp4

26 MB

~Get Your Files Here !/8 - Data Modeling & Evaluation/4 -detect_stable_clustering.pdf

492 kB

~Get Your Files Here !/8 - Data Modeling & Evaluation/5 -Fitting K Means With Selected Random State.mp4

33 MB

~Get Your Files Here !/8 - Data Modeling & Evaluation/5 -fit k means with selected random state.pdf

27 kB

~Get Your Files Here !/8 - Data Modeling & Evaluation/6 -Evaluate Clustering with Silhouette Score.mp4

27 MB

~Get Your Files Here !/8 - Data Modeling & Evaluation/6 -silhouette_score.pdf

41 kB

~Get Your Files Here !/9 - Describing Clusters (SAS Version)/1 -(Optional) SAS - BigQuery Connection.mp4

41 MB

~Get Your Files Here !/9 - Describing Clusters (SAS Version)/1 -sas_connection_bigquery.pdf

58 kB

~Get Your Files Here !/9 - Describing Clusters (SAS Version)/2 -(Optional) SAS Miner Diagram.mp4

50 MB

~Get Your Files Here !/9 - Describing Clusters (SAS Version)/3 -SAS Miner Profiling.mp4

67 MB

~Get Your Files Here !/9 - Describing Clusters (SAS Version)/3 -feature importance decision tree for segment.pdf

44 kB

~Get Your Files Here !/9 - Describing Clusters (SAS Version)/4 -Interpretation of segments (SAS Miner Profiling).mp4

104 MB

~Get Your Files Here !/9 - Describing Clusters (SAS Version)/4 -profiling_segments.pdf

1014 kB

~Get Your Files Here !/9 - Describing Clusters (SAS Version)/5 -(Optional) Extraction of SAS Miner Clustering Code.mp4

24 MB

~Get Your Files Here !/9 - Describing Clusters (SAS Version)/5 -scoring_code_sas_miner.pdf

55 kB

~Get Your Files Here !/9 - Describing Clusters (SAS Version)/5 -scoring_sas.txt

11 kB

~Get Your Files Here !/Bonus Resources.txt

70 B