Big Data | AD8FF93D8D47CE30B063CF95906D42DF76C3DB0B

Big Data

Name	Big_Data	DOWNLOAD Copy Link
Total Size	16.3 GB
Total Files	1489
Hash	AD8FF93D8D47CE30B063CF95906D42DF76C3DB0B

/1_Introduction/
Exercise_files.mp4	1.3 MB
Welcome.mp4	5.8 MB
What_you_should_know.mp4	1.1 MB
/2_1._Why_NoSQL/
Advantages_of_NoSQL_databases.mp4	5.4 MB
Performing_data_science_tasks_with_NoSQL.mp4	6.1 MB
The_limits_of_relational_databases.mp4	8.5 MB
Types_of_NoSQL_databases.mp4	5.0 MB
/.../3_2._Perform_Common_Data_Science_Tasks_with_NoSQL_Databases/
Applying_models.mp4	3.4 MB
Building_models.mp4	6.2 MB
Exploring_data.mp4	6.0 MB
Preparing_data.mp4	6.2 MB
/.../4_3._Document_Databases_for_Data_Science/
Data_frames_in_MongoDB.mp4	12.6 MB
Document_data_models.mp4	2.8 MB
Explore_data_with_document_databases.mp4	12.4 MB
Extract_data_with_document_databases.mp4	15.3 MB
Index_data_with_document_databases.mp4	5.9 MB
Install_Anaconda.mp4	6.2 MB
Install_MongoDB.mp4	11.5 MB
JSON_structures.mp4	3.6 MB
Perform_quality_checks.mp4	15.6 MB
Prepare_data_with_document_databases.mp4	6.4 MB
Tips_for_using_document_databases_for_data_science.mp4	3.8 MB
Working_with_Jupyter.mp4	6.9 MB
/.../5_4._Wide-Column_Databases_for_Data_Science/
Cassandra_and_Spark.mp4	3.2 MB
Install_Cassandra.mp4	6.4 MB
Install_the_Java_Development_Kit.mp4	4.1 MB
Load_data_into_Cassandra.mp4	12.3 MB
Prepare_data_for_Cassandra.mp4	16.4 MB
Prepare_data_with_wide-column_databases.mp4	3.9 MB
Tips_for_using_wide-column_databases_for_data_science.mp4	4.2 MB
Wide-column_data_models.mp4	4.9 MB
/.../6_5._Graph_Databases_for_Data_Science/
Explore_data_with_graph_databases.mp4	21.5 MB
Extract_data_with_graph_databases.mp4	15.3 MB
Graph_data_models.mp4	3.3 MB
Install_Neo4j.mp4	3.4 MB
Key_graphi_concepts.mp4	3.7 MB
Prepare_data_with_graph_databases.mp4	4.6 MB
Tips_for_using_graph_databases_for_data_science.mp4	3.1 MB
/7_Conclusion/
Next_Steps.mp4	2.3 MB
/1_Introduction/
Exercise_files.mp4	1.5 MB
Welcome.mp4	3.1 MB
/.../2_1._SQL_as_a_Tool_for_Data_Science/
ANSI_standard_SQL_and_variants.mp4	2.2 MB
Relational_databases_in_data_science.mp4	8.8 MB
SQL_data_definition_features.mp4	11.6 MB
SQL_data_manipulation_features.mp4	5.6 MB
/.../3_2._Basic_Statistics_with_SQL/
CREATE_TABLE_and_INSERT_DATA.mp4	6.4 MB
Filtering_and_grouping_data.mp4	8.6 MB
Installing_PostgreSQL.mp4	5.9 MB
Statistical_functions.mp4	9.7 MB
The_COUNT_MIN_and_MAX_functions.mp4	10.7 MB
/.../4_3._Data_Munging_with_SQL/
Extracting_strings_from_character_data.mp4	8.1 MB
Filtering_with_regular_expressions.mp4	5.6 MB
Reformatting_character_data.mp4	9.3 MB
Reformatting_numeric_data.mp4	7.5 MB
/.../5_4._Filtering_Joins_and_Aggregation/
Creating_a_view.mp4	5.4 MB
FETCH_FIRST_to_find_top_results.mp4	4.4 MB
Grouping_and_totaling.mp4	4.2 MB
Joining_tables.mp4	7.6 MB
ROLLUP_and_CUBE_to_create_subtotals.mp4	7.3 MB
Subqueries_in_FROM_clauses.mp4	3.6 MB
Subqueries_in_SELECT_clauses.mp4	5.5 MB
Subqueries_in_WHERE_clauses.mp4	2.8 MB
/.../6_5._Window_Functions_and_Ordered_Data/
LAG_and_LEAD.mp4	6.4 MB
NTILE_functions.mp4	5.0 MB
Window_functions_-_FIRST_VALUE.mp4	6.8 MB
Window_functions_-_OVER_PARTITION.mp4	6.9 MB
Window_functions_-_RANK.mp4	3.1 MB
/.../7_6._Preparing_Data_for_Analytics_Tools/
Tips_for_using_SQL_for_data_science.mp4	6.0 MB
/0_Introduction/
Using_the_exercise_files.mp4	1.5 MB
Welcome.mp4	19.2 MB
What_you_should_know_before_watching_this_course.mp4	727.4 KB
/.../1_1._Hive_Concepts_and_Setup/
How_Hive_works.mp4	6.2 MB
Setting_up_our_demo_environment.mp4	18.0 MB
Why_use_Hive.mp4	8.9 MB
/.../2_2._Working_with_Data_in_Hive/
Creating_tables_in_Hive.mp4	13.2 MB
Handling_CSV_files_in_Hive.mp4	12.1 MB
Partitioning_tables.mp4	13.0 MB
Understanding_table_structures_in_Hive.mp4	5.8 MB
/.../3_3._Retrieving_Data_from_Hive/
Retrieving_data_from_complex_structures.mp4	15.3 MB
Simple_SELECT_statement.mp4	12.0 MB
/4_4._Aggregating_Data/
Enhanced_aggregations_with_grouping_sets.mp4	10.1 MB
Simple_aggregations.mp4	18.5 MB
Using_CUBE_and_ROLLUP.mp4	6.9 MB
/5_5._Filtering_Results/
Filtering_aggregates_with_HAVING_clause.mp4	6.1 MB
Finding_similar_values_with_LIKE.mp4	9.3 MB
Simple_filter_with_the_WHERE_clause.mp4	8.7 MB
/6_6._Joining_Tables/
Combining_tables_with_JOIN.mp4	19.3 MB
Joining_multiple_tables_together.mp4	6.9 MB
When_to_use_SEMI_JOIN.mp4	13.1 MB
/7_7._Manipulating_Data/
Conditional_functions.mp4	13.8 MB
Date_functions.mp4	14.2 MB
Math_functions.mp4	8.3 MB
String_functions.mp4	13.6 MB
Types_of_data_manipulation_functions.mp4	8.6 MB
/8_Conclusion/
Next_steps.mp4	15.8 MB
/0_Introduction/
Using_the_exercise_files.mp4	1.2 MB
Welcome.mp4	22.9 MB
What_you_should_know_before_watching_this_course.mp4	1.1 MB
/.../1_1._Introducing_Apache_Spark/
Introduction_to_notebooks_and_PySpark.mp4	15.2 MB
Origins_of_Spark.mp4	4.7 MB
Overview_of_Databricks.mp4	13.6 MB
Overview_of_Spark_components.mp4	10.5 MB
Understanding_Spark.mp4	6.8 MB
Where_Spark_shines.mp4	5.1 MB
/.../2_2._Analyzing_Data_in_Spark/
Exploring_data_in_DataFrames.mp4	15.5 MB
Loading_CSV_data_into_DataFrames.mp4	10.6 MB
Saving_your_results.mp4	6.8 MB
Understanding_data_interfaces.mp4	6.2 MB
Working_with_text_files.mp4	24.1 MB
/.../3_3._Using_Spark_SQL_to_Analyze_Data/
Creating_tables.mp4	12.0 MB
Querying_data_with_Spark_SQL.mp4	12.6 MB
Visualizing_data_in_Databricks_notebooks.mp4	20.6 MB
/.../4_4._Running_Machine_Learning_Algorithms_Using_MLlib/
Building_a_linear_regression_model.mp4	7.1 MB
Evaluating_a_linear_regression_model.mp4	5.0 MB
Introduction_to_machine_learning_with_Spark.mp4	9.1 MB
Preparing_data_for_machine_learning.mp4	15.8 MB
Visualizing_a_linear_regression_model.mp4	10.3 MB
/.../5_5._Real-Time_Data_Analysis_with_Spark_Streaming/
Introduction_to_streaming_analytics.mp4	4.6 MB
Querying_streaming_data.mp4	16.1 MB
Streaming_context_setup.mp4	17.9 MB
/.../6_6._Connecting_BI_Tools_to_Spark/
Connecting_Jupyter_notebooks_to_Spark.mp4	8.1 MB
Other_connection_options.mp4	1.8 MB
Setting_up_spark_locally.mp4	6.5 MB
/7_Conclusion/
Next_steps.mp4	19.1 MB
/1_Introduction/
Using_the_exercise_files.mp4	1.6 MB
Welcome.mp4	6.1 MB
What_you_should_know.mp4	3.0 MB
/2_1._The_Basics/
Basics_of_economic_analysis.mp4	3.9 MB
Economic_forecasting_methods.mp4	9.1 MB
Predicting_values_with_regressions.mp4	10.0 MB
Regression_analysis_in_economics.mp4	11.8 MB
Sources_of_economic_data.mp4	16.8 MB
/3_2._Economic_Cycles/
Analyzing_results.mp4	20.7 MB
Serial_correlation_in_data.mp4	19.6 MB
Trend_analysis_in_forecasting.mp4	23.8 MB
/.../4_3._Forecast_Economic_Trends/
Advanced_regression_applications.mp4	22.3 MB
Binary_regressions.mp4	3.7 MB
Difference_in_differences_analysis.mp4	9.2 MB
Fixed_effects_regressions.mp4	7.8 MB
/.../5_4._Use_Economic_Forecasts/
Forecast_accuracy.mp4	35.0 MB
Scenario_analysis.mp4	22.5 MB
Understanding_economic_output.mp4	50.2 MB
/6_Conclusion/
Next_steps.mp4	4.0 MB
/1_Introduction/
Using_the_exercise_files.mp4	823.4 KB
Welcome.mp4	5.8 MB
/2_1._Tableau_Dashboards/
Best_practices_for_dashboards.mp4	6.8 MB
Process_and_workflow_for_design.mp4	12.9 MB
Sketching_the_design.mp4	5.9 MB
Why_Tableau.mp4	8.4 MB
/3_2._Worksheet_Design/
Analyzing_data_to_determine_the_dashboard_design.mp4	16.7 MB
Applying_design_requirements.mp4	2.8 MB
Creating_sets.mp4	6.7 MB
Creating_visuals.mp4	8.9 MB
Cross-data_joins.mp4	10.7 MB
Data_quality_check.mp4	20.1 MB
Reference_lines.mp4	10.6 MB
Tableau_data_format.mp4	16.5 MB
Using_Tableau_clusters_to_make_groups.mp4	6.6 MB
Using_calculated_fields.mp4	7.3 MB
Using_level_of_detail_LOD_variables_in_calculations.mp4	28.5 MB
/4_3._Dashboard_Design/
Creating_cross-data-source_filters.mp4	19.0 MB
Dashboard_cleanup_using_visual_grouping.mp4	36.9 MB
Dashboard_hierarchy.mp4	13.0 MB
Dashboard_objects.mp4	13.2 MB
Story_vs._tabs.mp4	7.5 MB
Visual_grouping.mp4	8.6 MB
/5_4._Designing_Interactivity/
Changing_chart_measures_using_parameters.mp4	20.0 MB
Changing_chart_types_using_parameters.mp4	27.7 MB
Dashboard_actions.mp4	12.8 MB
Mobile_device_management.mp4	17.6 MB
/.../6_5._Keeping_Your_Dashboard_Up_to_Date/
Iterations_and_improvements.mp4	13.4 MB
Reverse_engineer_templates.mp4	12.1 MB
Tableau_dashboard_publication.mp4	4.0 MB
Viz_of_the_week.mp4	5.3 MB
/7_Conclusion/
Next_steps.mp4	2.3 MB
/1_Introduction/
Assessing_your_current_skills.mp4	2.2 MB
Introduction.mp4	4.4 MB
What_is_Crossfilter.mp4	9.2 MB
/.../2_1._Preparing_to_Use_Crossfilter.js/
Downloading_Crossfilter.js.mp4	10.3 MB
Logging_dummy_data_to_the_console.mp4	8.6 MB
Recalling_HTML_basics.mp4	10.2 MB
Seeing_cross-filtered_data_with_print_filter.js.mp4	8.7 MB
/.../3_2._Using_Dimensions_in_Crossfilter/
Advanced_dimensions.mp4	15.4 MB
Creating_a_dimension.mp4	26.6 MB
Cross-filtering_our_data.mp4	18.9 MB
Why_dimensions_are_expensive.mp4	4.0 MB
/4_3._Groups/
Calculating_from_data_points_with_reduceSum.mp4	7.4 MB
Counting_rows_with_reduceCount.mp4	10.7 MB
Grouping_your_data_with_group.mp4	25.1 MB
Making_sense_of_reduce.mp4	30.8 MB
Using_groupAll_on_a_dimension.mp4	8.1 MB
/5_4._Filters/
Clearing_and_obeying_filters.mp4	12.6 MB
Filtering_and_statefulness.mp4	32.4 MB
Filtering_by_function.mp4	16.0 MB
Filtering_by_range.mp4	21.3 MB
Removing_records_matching_filters.mp4	8.6 MB
/6_Conclusion/
Next_steps.mp4	842.3 KB
/1_Introduction/
Assessing_your_current_skills.mp4	13.6 MB
Finding_a_code_editor.mp4	2.6 MB
Welcome.mp4	8.1 MB
What_is_DC.mp4	8.8 MB
/.../2_1._Preparing_to_Code_in_DC/
Checking_the_DOM.mp4	5.7 MB
Downloading_dc.js_with_its_dependencies.mp4	16.7 MB
Recalling_webpage_basics_-_HTML_CSS_and_SVG.mp4	63.7 MB
Seeing_your_data_with_console.log_and_print_filter.mp4	18.8 MB
Setting_up_dummy_data.mp4	9.7 MB
/3_2._Individual_Charts/
Exploring_SVG_with_a_pie_chart.mp4	50.1 MB
Making_a_bar_chart.mp4	39.1 MB
Making_a_bubble_chart.mp4	50.5 MB
Making_a_data_table_with_bootstrap.mp4	67.1 MB
Making_a_scatter_plot.mp4	34.0 MB
Making_a_stack_area_chart_with_legend.mp4	14.8 MB
Modifying_our_bar_chart.mp4	58.1 MB
Understanding_common_attributes.mp4	17.2 MB
Working_with_dates_to_make_a_line_or_area_chart.mp4	67.3 MB
/.../4_3._Making_Advanced_Charts/
Combining_chart_types_with_composite.mp4	33.3 MB
Getting_creative_with_dataGrid.mp4	46.9 MB
Importing_CSV_data_for_a_boxplot.mp4	43.7 MB
Making_a_map_choropleth.mp4	90.0 MB
Making_a_series_chart.mp4	38.0 MB
Making_a_stacked_bar_chart.mp4	50.6 MB
/5_4._Building_a_Dashboard/
Adding_finishing_touches_with_dc.dataCount_and_Reset_All.mp4	45.7 MB
Adding_finishing_touches_with_filterPrinter_numberDisplay.mp4	49.3 MB
Complementing_DC_with_D3.mp4	45.0 MB
Filtering_with_a_range_chart.mp4	20.3 MB
Filtering_with_brush.mp4	23.9 MB
Filtering_with_brush_in_two_dimensions.mp4	25.4 MB
Linking_two_charts_together.mp4	42.2 MB
Understanding_graphical_filtering.mp4	85.5 MB
/6_Conclusion/
Goodbye.mp4	1.7 MB
/1_Introduction/
Welcome.mp4	28.9 MB
What_you_should_know.mp4	14.5 MB
/.../2_1._Network_Security_Review/
Firewalls.mp4	4.3 MB
Intrusion_detection_and_prevention_systems.mp4	5.9 MB
Network_security.mp4	13.2 MB
VPNs.mp4	4.0 MB
Vulnerability_management_systems_and_security_information_and_event_management_SIEM.mp4	5.9 MB
/.../3_2._Network_Data_Sources/
Application_data.mp4	3.5 MB
Firewall_logs.mp4	3.4 MB
IDS_and_IPS_data.mp4	3.9 MB
Operating_system_OS_data.mp4	3.6 MB
Packet_Capture.mp4	3.9 MB
Use_network_data_to_improve_security.mp4	8.9 MB
Vulnerability_management_system_and_SIEM_data.mp4	4.8 MB
/4_3._Data_Collection/
Collect_IDS_and_IPS_data.mp4	2.9 MB
Collect_OS_data.mp4	3.0 MB
Collect_application_data.mp4	5.6 MB
Collect_packet_sniffer_data.mp4	6.8 MB
Collect_vulnerability_management_system_and_SIEM_data.mp4	4.2 MB
Use_log_servers_to_collect_data.mp4	29.0 MB
/5_4._Data_Analytics/
Azure_machine_learning_service.mp4	4.9 MB
Detect_network_anomalies_using_the_Azure_machine_learning_service.mp4	7.7 MB
Machine_learning_to_detect_a_network_anomaly.mp4	5.7 MB
Machine_learning_to_process_network_data.mp4	9.2 MB
/6_5._Forensics/
Network_forensics.mp4	12.7 MB
Use_data_science_to_conduct_a_network_forensics_investigation.mp4	6.2 MB
/7_6._Visualization/
Learn_by_example.mp4	4.3 MB
Network_security_visualization.mp4	12.1 MB
Use_data_visualization_tools.mp4	4.6 MB
Visualization_steps.mp4	4.3 MB
Visualization_targets.mp4	5.9 MB
/8_Conclusion/
Next_steps.mp4	11.3 MB
/0_Introduction/
Exercise_files.mp4	1.2 MB
Welcome.mp4	11.3 MB
What_you_should_know_before_watching_this_course.mp4	765.2 KB
/.../1_1._Problems_Raised_by_Massive_Amounts_of_Data/
Observation_overkill.mp4	8.0 MB
Rationale_for_PCA.mp4	7.0 MB
Rationale_for_clustering.mp4	8.4 MB
/.../2_2._An_Overview_of_Principal_Components_Analysis/
Rotating_factors.mp4	10.4 MB
Using_Excel_to_extract_principal_components.mp4	12.0 MB
Using_R_to_extract_principal_components.mp4	11.2 MB
/.../3_3._An_Overview_of_Cluster_Analysis/
ANOVA_and_MANOVA_reviewed.mp4	7.2 MB
Causation_and_probability.mp4	6.2 MB
Multivariate_nature_of_clustering.mp4	8.4 MB
Setting_up_confusion_tables_in_Excel.mp4	8.7 MB
Using_Excel_for_cluster_analysis.mp4	11.5 MB
Using_R_for_cluster_analysis.mp4	12.8 MB
/.../4_4._Putting_It_Together_-_Using_Cluster_Anaysis_and_Factor_Analysis_in_Concert/
Clusters_and_factors.mp4	12.4 MB
Pivot_table_analysis.mp4	7.6 MB
/5_Conclusion/
Next_steps.mp4	1.6 MB
/0_Introduction/
Using_the_exercise_files.mp4	1.3 MB
Welcome.mp4	19.1 MB
What_you_should_know_before_watching_this_course.mp4	687.3 KB
/1_1._Ecosystem_Overview/
Components_of_a_good_data_pipeline.mp4	4.6 MB
Data_science_system_overview.mp4	5.1 MB
Environment_setup.mp4	14.0 MB
Star_schema_design_overview.mp4	4.9 MB
Where_does_data_engineering_fit.mp4	2.3 MB
/2_2._Staging_Data/
Data_quality_testing.mp4	16.0 MB
Loading_and_profiling_data.mp4	13.4 MB
/3_3._Cleansing_Data/
Adding_data_types.mp4	9.8 MB
Handling_missing_values.mp4	8.2 MB
Verifying_addresses.mp4	10.9 MB
/4_4._Conforming_Data/
Handling_inferred_members.mp4	1.9 MB
Performing_master_data_lookups.mp4	8.2 MB
/.../5_5._Delivering_Analytical_Data_Sets/
Creating_views.mp4	10.0 MB
Loading_dimension_tables.mp4	2.9 MB
Loading_fact_tables.mp4	4.6 MB
Loading_the_star_schema.mp4	1.5 MB
/6_Conclusion/
Next_steps.mp4	18.2 MB
/1_Introduction/
Exercise_files.mp4	2.8 MB
Welcome.mp4	22.5 MB
What_you_should_know.mp4	856.9 KB
/.../2_1._The_Rules_of_Effective_Data_Visualization/
What_kind_of_visualization_should_you_make.mp4	7.5 MB
Why_visualize_data.mp4	55.3 MB
/.../3_2._Comparing_Data_Sets/
Bar_charts_across_categories.mp4	5.2 MB
Gantt_charts_and_time_difference.mp4	9.7 MB
Highlight_tables_and_heat_maps.mp4	12.9 MB
Line_charts_over_time.mp4	10.0 MB
Optimize_dashboard_layout_with_small_multiples.mp4	7.7 MB
Slope_charts_for_change_between_dates.mp4	6.5 MB
Spark_lines_for_important_events.mp4	10.4 MB
Tree_maps_for_long-tail_data.mp4	10.1 MB
Visualize_comparisons_in_data.mp4	85.0 MB
/4_3._Data_Relationships/
Compare_multiple_variables_within_scatter_plots.mp4	11.0 MB
Visualize_relationships_in_data.mp4	52.4 MB
/.../5_4._Distributions_with_Your_Dataset/
Box_plots_for_multiple_dimensions.mp4	13.1 MB
Histograms_for_a_single_measure.mp4	10.3 MB
Visualize_data_distributions.mp4	45.6 MB
/.../6_5._Compositions_of_Data/
100%_stacked_bars.mp4	10.3 MB
Improve_the_use_of_pie_charts.mp4	11.8 MB
Stacked_bar_charts.mp4	9.4 MB
Visualize_data_composition.mp4	32.8 MB
/1_Introduction/
How_to_use_the_exercise_files.mp4	1.1 MB
Introduction_to_the_course.mp4	2.3 MB
Welcome.mp4	7.6 MB
What_you_should_know.mp4	875.6 KB
/.../2_1._What_Is_the_BRFSS/
BRFSS_resources.mp4	8.8 MB
Choosing_R_for_a_BRFSS_analysis_-_More_considerations.mp4	9.4 MB
Choosing_R_for_a_BRFSS_analysis_-_Some_considerations.mp4	6.2 MB
Cross-sectional_analysis_in_the_BRFSS.mp4	7.1 MB
Ethical_use_of_BRFSS_data.mp4	13.2 MB
Installing_R.mp4	3.9 MB
Installing_necessary_packages.mp4	9.4 MB
Installing_the_foreign_package.mp4	7.3 MB
Introduction_to_the_BRFSS.mp4	5.2 MB
More_on_the_BRFSS.mp4	4.4 MB
Navigating_in_R.mp4	6.5 MB
US_risk_factors.mp4	14.7 MB
What_is_a_descriptive_BRFSS_analysis.mp4	16.0 MB
/.../3_2._Designing_Your_Metadata/
Adding_to_the_data_dictionary.mp4	14.6 MB
Designing_confounders_-_Age_and_smoking.mp4	11.4 MB
Designing_confounders_-_Other_demographics.mp4	10.6 MB
Designing_confounders_-_Other_variables_used_in_analysis.mp4	11.8 MB
How_to_set_up_a_data_dictionary.mp4	7.0 MB
Making_a_web_of_causation.mp4	16.2 MB
Understanding_confounders.mp4	7.7 MB
Uses_of_a_data_dictionary.mp4	8.8 MB
/.../4_3._Reading_in_Data_and_Applying_Exclusions/
Applying_the_first_exclusion.mp4	12.3 MB
Applying_the_rest_of_the_exclusions.mp4	11.2 MB
Generating_exposure.mp4	10.7 MB
Generating_outcome_variables.mp4	7.2 MB
Keeping_native_variables.mp4	12.3 MB
Making_a_data_reduction_diagram.mp4	7.4 MB
Naming_conventions.mp4	9.5 MB
Operations_in_code.mp4	7.1 MB
Reading_in_BRFSS_XPT_data.mp4	16.7 MB
/.../5_4._Preparing_for_Descriptive_Analysis/
Finalizing_the_analytic_data_set.mp4	15.6 MB
Generating_the_age_variables.mp4	9.1 MB
Generating_the_smoking_variables.mp4	13.8 MB
Reviewing_categorical_variable_distribution.mp4	13.2 MB
Reviewing_continuous_variable_distribution.mp4	14.0 MB
What_is_Table_1.mp4	11.0 MB
/.../6_5._Conducting_Descriptive_Analysis/
Adding_overall_frequencies_to_categorical_Table_1.mp4	10.7 MB
Adding_overall_frequencies_to_continuous_Table_1.mp4	7.5 MB
Completing_categorical_Table_1.mp4	19.9 MB
Completing_continuous_Table_1.mp4	15.9 MB
Making_a_frequency_macro.mp4	8.8 MB
Preparing_categorical_Table_1_shell.mp4	16.0 MB
Preparing_continuous_Table_1_shell.mp4	5.3 MB
/.../7_6._Descriptive_Analysis_-_Weights_and_Tests/
Adding_categorical_bivariate_tests_to_Table_1.mp4	20.2 MB
Adding_continuous_bivariate_tests_to_Table_1.mp4	21.2 MB
Conducting_a_descriptive_weighted_analysis.mp4	19.7 MB
Introduction_to_ANOVA_and_linear_regression_code.mp4	5.7 MB
Three_truths_about_using_weights.mp4	8.3 MB
Why_conduct_bivariate_tests.mp4	9.0 MB
/8_Conclusion/
Next_steps_in_the_BRFSS_analysis.mp4	11.2 MB
Review_of_the_metadata.mp4	11.9 MB
Review_of_the_process.mp4	6.8 MB
Uses_of_metadata.mp4	9.5 MB
/1_Introduction/
Install_the_sample_database.mp4	8.3 MB
Using_the_exercise_files.mp4	1.3 MB
Welcome.mp4	6.6 MB
What_you_should_know.mp4	844.3 KB
/.../2_1._Data_Table_Fundamentals/
Calculate_table_columns.mp4	15.0 MB
Create_and_alter_tables.mp4	16.3 MB
Data_types.mp4	5.0 MB
Implement_table_schemas.mp4	14.9 MB
Table_design_in_SQL_Server.mp4	7.6 MB
/.../3_2._Implement_Advanced_Table_Features/
Compress_data_tables.mp4	12.4 MB
Create_temporary_tables.mp4	11.0 MB
Data_compression_fundamentals.mp4	6.5 MB
Go_back_in_time_with_temporal_tables.mp4	11.3 MB
Partition_large_data_tables.mp4	20.3 MB
Understand_column_collation.mp4	15.3 MB
Use_table_variables.mp4	10.7 MB
/.../4_3._Work_with_Database_Views/
Create_a_view_of_the_data.mp4	21.7 MB
Enhance_view_performance.mp4	15.7 MB
What_are_views.mp4	3.6 MB
/.../5_4._Ensure_Data_Integrity_through_Constraints/
Enforce_referential_integrity.mp4	3.7 MB
Implement_domain_integrity.mp4	4.6 MB
Understand_data_integrity.mp4	3.2 MB
Use_DML_triggers_to_verify_data.mp4	11.4 MB
/.../6_5._Create_Secure_User_Accounts/
Add_a_user_to_a_role_with_T-SQL.mp4	12.3 MB
Create_loginless_and_contained_users.mp4	12.8 MB
Define_user_roles_and_permissions.mp4	6.2 MB
Implement_schema_security.mp4	10.6 MB
/.../7_6._Implement_Data_Types/
Add_GUID_data_to_a_table.mp4	9.1 MB
Implement_FILESTREAM_access.mp4	15.4 MB
Implement_the_XML_data_type.mp4	12.9 MB
Implicit_and_explicit_data_conversions.mp4	14.6 MB
Store_BLOB_data_in_a_table.mp4	7.2 MB
Store_spatial_data.mp4	12.7 MB
/.../8_7._Create_Stored_Procedures/
Introduction_to_stored_procedures.mp4	4.7 MB
/.../10_9._Hadoop_Streaming/
Apache_Kafka.mp4	2.3 MB
Apache_Storm.mp4	2.4 MB
Kafka_architecture.mp4	1.8 MB
Pub_Sub_on_GCP.mp4	10.6 MB
Storm_architecture.mp4	3.0 MB
/.../11_10._Modern_Hadoop_Architectures/
Combine_Hadoop_libraries_and_more.mp4	10.4 MB
Review_batch_architecture_for_ETL.mp4	3.5 MB
Spark_Streaming_architecture_for_IoT.mp4	11.6 MB
Spark_Streaming_architecture_for_dynamic_prediction.mp4	6.2 MB
Spark_architecture_for_genomics.mp4	3.0 MB
Spark_architecture_for_interactive_analytics.mp4	9.4 MB
/12_Conclusion/
Next_steps.mp4	1.4 MB
/1_Introduction/
Using_the_exercise_files.mp4	2.1 MB
Welcome.mp4	5.7 MB
What_you_should_know.mp4	734.2 KB
/.../2_1._Hadoop_Core_Fundamentals/
Apache_and_commerical_Hadoop_distributions.mp4	2.7 MB
Databricks_on_AWS.mp4	6.4 MB
File_system_used_with_Hadoop.mp4	3.1 MB
Hadoop_libraries.mp4	2.0 MB
Hadoop_on_Google_Cloud_Platform.mp4	11.0 MB
Modern_Hadoop.mp4	3.1 MB
Run_Hadoop_job_on_GCP.mp4	5.0 MB
/.../3_2._Setting_Up_a_Hadoop_Dev_Environment/
Add_Hadoop_libraries_to_your_test_environment.mp4	7.0 MB
Load_data_into_tables.mp4	5.3 MB
Set_up_IDE_-_VS_Code_+_Python_extension.mp4	4.4 MB
Sign_up_for_Databricks_community_edition.mp4	10.1 MB
Your_first_cluster_on_Databricks_Community_Edition.mp4	6.8 MB
/.../4_3._Hadoop_Batch_Processing/
Compare_YARN_vs._Standalone.mp4	2.7 MB
Prerequisite_understanding.mp4	2.1 MB
Processing_options.mp4	1.6 MB
Resource_coordinators.mp4	2.4 MB
/.../5_4._Fast_Hadoop_Options/
Apache_Spark_basics.mp4	2.7 MB
Big_data_streaming.mp4	3.5 MB
Fast_Hadoop_use_cases.mp4	4.3 MB
Spark_use_cases.mp4	1.7 MB
Streaming_options.mp4	1.9 MB
/6_5._Spark_Basics/
Apache_Spark_libraries.mp4	5.9 MB
Select_your_programming_language.mp4	2.5 MB
Spark_data_interfaces.mp4	1.4 MB
Spark_session_objects.mp4	1.1 MB
Spark_shell.mp4	5.3 MB
/7_6._Using_Spark/
Caching_and_the_DAG.mp4	22.7 MB
Calculate_pi_on_Spark.mp4	21.5 MB
Import_and_export_notebooks.mp4	7.4 MB
Import_data.mp4	8.2 MB
Run_wordcount_of_Spark_with_Scala.mp4	12.9 MB
Tour_the_DataBricks_Environment.mp4	13.0 MB
Tour_the_notebook.mp4	14.4 MB
Transformations_and_actions.mp4	15.0 MB
Understand_wordcount_on_Spark_with_Python.mp4	3.5 MB
/8_7._Spark_Libraries/
Advanced_machine_learning_on_Spark.mp4	2.5 MB
MXNet_or_TensorFlow.mp4	10.3 MB
SparkR.mp4	18.9 MB
Spark_ML_-_Building_the_model.mp4	13.0 MB
Spark_ML_-_Evaluating_the_model.mp4	11.9 MB
Spark_ML_-_Preparing_data.mp4	14.9 MB
Spark_SQL.mp4	30.2 MB
Spark_with_ADAM_for_genomics.mp4	5.5 MB
Spark_with_GraphX.mp4	7.7 MB
/9_8._Spark_Streaming/
Advanced_Spark_streaming_with_MLeap.mp4	1.9 MB
Re-examine_streaming_pipelines.mp4	3.6 MB
Spark_streaming.mp4	16.3 MB
Streaming_ingest_services.mp4	1.2 MB
/1_Introduction/
Exercise_files.mp4	1.3 MB
Welcome.mp4	6.4 MB
What_you_should_know.mp4	3.5 MB
/2_1._The_Basics/
Basics_of_financial_regression_analysis.mp4	11.8 MB
Business_intelligence_and_company_financials.mp4	13.3 MB
Conventional_financial_forecasting.mp4	9.0 MB
Predict_values_with_regression_analysis.mp4	10.0 MB
What_is_big_data.mp4	9.3 MB
/.../3_2._Forecasting_in_Finance/
Clean_financial_data.mp4	17.3 MB
Decide_on_a_finance_question.mp4	7.1 MB
Gather_financial_data.mp4	21.9 MB
/4_3._Performing_Forecasting/
Applied_forecasting_with_data.mp4	26.1 MB
Financial_forecasting_applications.mp4	7.8 MB
Regressions_for_forecasting.mp4	5.7 MB
Use_Excel_for_regressions.mp4	12.7 MB
/.../5_4._Interpreting_Forecast_Results/
Confidence_intervals_around_the_result.mp4	24.5 MB
Perform_stress_testing.mp4	12.2 MB
What_do_the_results_mean.mp4	21.7 MB
/6_Conclusion/
Wrap_up.mp4	4.0 MB
/0_Introduction/
Environment_setup.mp4	16.2 MB
Exercise_files.mp4	1.6 MB
Welcome.mp4	3.9 MB
What_you_should_know.mp4	1.7 MB
/.../1_1._Working_with_Files/
Move_files_in_HDFS.mp4	9.1 MB
Organize_files_in_HDFS.mp4	15.6 MB
Remove_files_in_HDFS.mp4	9.5 MB
Upload_files_to_HDFS.mp4	14.0 MB
/.../2_2._Connecting_to_Hadoop/
Access_Hive_from_Python.mp4	15.4 MB
Create_aggregates_in_Hive.mp4	23.0 MB
Explore_Hive_through_Beeline.mp4	9.9 MB
Select_partitions_in_Hive.mp4	19.0 MB
/.../3_3._Complex_Data_Structures_in_Hive/
Arrays_in_Hive.mp4	10.7 MB
Create_flat_tables_for_Impala.mp4	12.4 MB
Deconstruct_Impala_queries.mp4	19.4 MB
Map_data_in_Hive.mp4	8.5 MB
Structs_in_Hive.mp4	21.1 MB
/4_Conclusion/
Next_steps.mp4	2.9 MB
/1_Introduction/
Introduction_to_the_course.mp4	2.7 MB
Using_the_exercise_files.mp4	1.2 MB
Welcome_to_the_course.mp4	6.7 MB
What_you_should_know.mp4	1.7 MB
/.../2_1._Designing_Your_Research/
Dealing_with_scientific_plausibility.mp4	11.8 MB
Installing_necessary_packages.mp4	10.8 MB
Reviewing_existing_literature_for_ideas.mp4	13.5 MB
Scientific_method_review.mp4	12.4 MB
Selecting_a_linear_regression_hypothesis.mp4	14.0 MB
Selecting_a_logistic_regression_hypothesis.mp4	18.5 MB
Using_a_cross-sectional_approach.mp4	12.2 MB
/.../3_2._Preparing_for_Linear_Regression/
Categorization_and_transformation.mp4	12.4 MB
Indexes.mp4	15.5 MB
Interpreting_diagnostic_plots.mp4	5.3 MB
Plots_for_checking_assumptions_in_linear_regression.mp4	11.5 MB
Preparing_to_report_results.mp4	4.7 MB
Quartiles.mp4	6.9 MB
Ranking.mp4	8.5 MB
Regression_review.mp4	7.3 MB
/.../4_3._Beginning_Linear_Regression_Modeling/
Choices_of_modeling_approaches.mp4	9.5 MB
Linear_regression_output.mp4	10.6 MB
Model_metadata.mp4	7.8 MB
Models_1_and_2.mp4	7.4 MB
Overview_of_modeling_process.mp4	9.2 MB
/.../5_4._Final_Linear_Regression_Modeling/
Beginning_Model_3.mp4	14.4 MB
Defending_the_final_model.mp4	7.9 MB
Finalizing_Model_3.mp4	12.4 MB
Fishing_and_interaction.mp4	10.3 MB
Looking_at_the_final_model.mp4	15.3 MB
Making_a_working_Model_3.mp4	17.7 MB
Other_strategies_for_improving_model_fit.mp4	6.2 MB
Presenting_the_final_model.mp4	18.1 MB
/.../6_5._Preparing_for_Logistic_Regression/
Analogies_to_linear_regression_process.mp4	9.0 MB
Basic_logistic_code.mp4	6.8 MB
Forward_stepwise_regression_-_First_two_rounds.mp4	7.6 MB
Forward_stepwise_regression_-_Round_3.mp4	12.0 MB
Odds_ratio_interpretation.mp4	10.7 MB
Parameter_estimates_in_logistic_regression.mp4	8.1 MB
/.../7_6._Developing_the_Logistic_Regression_Model/
Adding_odds_ratios_to_models.mp4	12.6 MB
Forward_stepwise_-_Round_2.mp4	13.7 MB
Forward_stepwise_-_Round_3.mp4	19.4 MB
How_to_compare_nested_models.mp4	16.9 MB
Interpreting_the_final_model.mp4	11.6 MB
Model_3_presentation.mp4	14.4 MB
Model_metadata.mp4	12.9 MB
Models_1_and_2_presentation.mp4	15.8 MB
Running_Model_1.mp4	11.2 MB
Using_AIC_to_assess_model_fit.mp4	8.0 MB
When_to_compare_nested_models.mp4	8.1 MB
/8_Conclusion/
Next_steps.mp4	4.3 MB
Review_of_metadata.mp4	9.1 MB
Review_of_the_process.mp4	6.5 MB
/0_Introduction/
Using_the_exercise_files.mp4	2.0 MB
Welcome.mp4	6.2 MB
What_you_should_know.mp4	592.7 KB
/.../1_1._Introducing_R_and_Tableau/
Where_R_rules.mp4	8.3 MB
Where_Tableau_shines.mp4	10.2 MB
Why_integrate_R_and_Tableau.mp4	4.5 MB
/.../2_2._Connecting_Tableau_to_R/
Install_R_and_RServe.mp4	6.3 MB
Install_Tableau.mp4	4.8 MB
Run_RServe_and_connecting_Tableau.mp4	2.8 MB
/.../3_3._Basic_Scripting_in_R/
Basic_scripting_in_R.mp4	9.2 MB
/.../4_4._Basic_Calculations_in_Tableau/
Basic_calculations_in_Tableau.mp4	12.7 MB
Import_data_to_Tableau.mp4	11.0 MB
Table_calculation_overview.mp4	11.6 MB
Tableau_desktop_overview.mp4	5.2 MB
/5_5._Examples/
Clustering.mp4	7.4 MB
Geocode_addresses.mp4	10.7 MB
Linear_regression.mp4	8.5 MB
Outlier_detection.mp4	9.4 MB
/.../6_6._Sharing_Your_Insights_on_Tableau_Server/
Edit_calculations_on_server.mp4	8.5 MB
Publish_your_work.mp4	7.7 MB
Set_up_R_on_Tableau_Server.mp4	9.5 MB
/7_Conclusion/
Next_steps.mp4	3.8 MB
/0_Introduction/
Using_the_exercise_files.mp4	2.8 MB
Welcome.mp4	9.8 MB
What_you_should_know.mp4	538.5 KB
/10_Conclusion/
Next_steps.mp4	3.0 MB
/.../1_1._Getting_Started_with_Java/
Downloading_software.mp4	8.2 MB
Installing_software.mp4	19.2 MB
JVM_languages.mp4	3.1 MB
Java_data_science_and_IMQAV.mp4	2.1 MB
/.../2_2._Test-Driven_Development/
Code_coverage.mp4	3.8 MB
Introduction_to_testing.mp4	4.7 MB
Mock_tests.mp4	3.7 MB
Types_of_tests.mp4	13.1 MB
/3_3._IntelliJ_IDEA/
Code_execution.mp4	3.5 MB
Debugging.mp4	5.7 MB
Editor_basics.mp4	15.6 MB
Projects.mp4	14.4 MB
Refactoring.mp4	8.6 MB
Windows_views_and_modes.mp4	14.8 MB
/.../4_4._Object-Oriented_Java/
Annotations.mp4	5.4 MB
Casting.mp4	10.7 MB
Classes_and_attributes.mp4	14.2 MB
Classes_and_constructors.mp4	7.6 MB
Classes_and_methods.mp4	10.5 MB
Enumerations.mp4	16.6 MB
Exception_handling.mp4	10.0 MB
Generics.mp4	4.8 MB
Object-oriented_principles.mp4	2.8 MB
Primitives.mp4	3.0 MB
Program_flow_control.mp4	30.1 MB
Strings.mp4	12.7 MB
/5_5._Libraries/
Install_and_use_libraries.mp4	15.0 MB
StringUtils.mp4	6.1 MB
gson.mp4	7.8 MB
/.../6_6._Regular_Expressions_Regex/
Introduction_to_regular_expressions.mp4	3.0 MB
Literals.mp4	13.6 MB
Metacharacters_and_representations.mp4	15.4 MB
Predefined_character_classes.mp4	3.6 MB
Regex_boundaries_and_anchors.mp4	4.7 MB
Regex_examples.mp4	5.4 MB
Regex_quantifiers.mp4	7.9 MB
/7_7._Reflection/
Introduction_to_reflection.mp4	3.5 MB
Introspect_annotations.mp4	6.0 MB
Introspect_constructors.mp4	10.3 MB
Introspect_fields.mp4	8.1 MB
Introspect_methods.mp4	8.5 MB
/8_8._Design_Patterns/
Decorator_patterns.mp4	9.9 MB
Introduction_to_design_patterns.mp4	4.6 MB
Singleton_patterns.mp4	6.5 MB
Visitor_patterns.mp4	7.6 MB
/.../9_9._Applying_Data_Science/
Adjacency_matrix.mp4	16.5 MB
Building_magic_cubes.mp4	17.3 MB
Introduction_to_magic_squares.mp4	3.4 MB
Magic_characteristics.mp4	5.3 MB
Magic_squares_algorithm.mp4	7.4 MB
/0_Introduction/
Exercise_files.mp4	1.6 MB
Welcome.mp4	3.5 MB
What_you_should_know.mp4	1.9 MB
/.../1_1._Why_Use_Kafka/
ETL_is_dead._Long_live_streams..mp4	5.6 MB
Efficiency_and_implication.mp4	13.6 MB
What_is_the_log.mp4	9.6 MB
Who_is_using_Kafka_and_how.mp4	20.7 MB
/2_2._Core_Concepts/
Architecture.mp4	5.3 MB
Consumers.mp4	11.0 MB
Producers.mp4	10.3 MB
Topics_and_brokers.mp4	6.9 MB
/3_3._Workflows/
Audit_in_Kafka.mp4	6.0 MB
Hardware_specs.mp4	6.1 MB
Monitor_in_Kafka.mp4	4.5 MB
Typical_operational_tasks.mp4	11.0 MB
/.../4_4._Installing_and_Testing_Kafka_Locally/
Create_topics.mp4	5.2 MB
Kafka_local_installation.mp4	8.8 MB
Send_and_receive_messages.mp4	7.2 MB
/.../5_5._Real-World_Examples/
Import_and_export_data.mp4	11.7 MB
Set_up_a_multibroker_cluster.mp4	18.5 MB
Stream_data_processing.mp4	9.2 MB
Test_fault-tolerance.mp4	12.8 MB
/.../6_6._Distributions_and_Packaging/
Confluent.mp4	12.2 MB
Major_vendor_options.mp4	12.5 MB
/7_Conclusion/
Next_steps.mp4	3.1 MB
/1_Introduction/
Welcome.mp4	30.3 MB
/.../2_1._Apply_Critical_Thinking/
Focus_on_reasoning.mp4	24.4 MB
Harness_the_power_of_questions.mp4	27.9 MB
Pan_for_gold.mp4	25.4 MB
Test_your_reasoning.mp4	23.7 MB
/3_2._Encourage_Questions/
Create_question_trees.mp4	23.5 MB
Find_new_questions.mp4	28.6 MB
Identify_question_types.mp4	18.0 MB
Organize_your_questions.mp4	24.3 MB
Run_question_meetings.mp4	25.7 MB
/.../4_3._Challenge_the_Team/
Challenge_evidence.mp4	29.6 MB
Clarify_key_terms.mp4	32.9 MB
Find_errors.mp4	22.6 MB
Highlight_missing_data.mp4	28.3 MB
Root_out_assumptions.mp4	27.1 MB
See_other_causes.mp4	33.8 MB
Uncover_misleading_statistics.mp4	34.7 MB
/5_4._Avoid_Obstacles/
Overcome_question_bias.mp4	37.1 MB
/6_Conclusion/
Next_steps.mp4	10.5 MB
/1_Introduction/
Welcome.mp4	30.9 MB
/.../2_1._Round_Out_Your_Talent/
Data-driven_culture.mp4	22.8 MB
Data_scientists_in_perspective.mp4	27.3 MB
Value_in_different_skills.mp4	27.4 MB
/.../3_2._Form_the_Team/
Ask_good_questions_with_a_research_lead.mp4	28.8 MB
Define_team_roles.mp4	21.9 MB
Find_wisdom_in_groups.mp4	27.3 MB
Present_data_with_a_data_analyst.mp4	16.3 MB
Stay_on_track_with_a_project_manager.mp4	18.7 MB
/.../4_3._Start_the_Work/
Create_a_cycle_of_insight.mp4	23.6 MB
Define_areas_of_responsibility.mp4	21.6 MB
Democratize_data.mp4	20.2 MB
Present_beautiful_reports.mp4	29.1 MB
/.../5_4._Think_like_a_Team/
Avoid_reporting_without_reasoning.mp4	32.4 MB
/1_Introduction/
Welcome.mp4	32.5 MB
/2_1._Understand_Stories/
Define_a_story.mp4	26.7 MB
Spin_a_yarn.mp4	26.8 MB
Weave_a_story_together.mp4	32.8 MB
/.../3_2._Include_Key_Story_Elements/
Introduce_the_plot.mp4	23.5 MB
Present_conflict.mp4	21.8 MB
Story_structure.mp4	28.4 MB
/.../4_3._Engage_the_Audience/
Believe_what_you_say.mp4	26.4 MB
Define_details.mp4	29.7 MB
Know_your_audience.mp4	21.5 MB
Reporting_isn_t_telling.mp4	22.3 MB
/1_Introduction/
Welcome.mp4	32.2 MB
/.../2_1._What_Is_Data_Science/
Define_a_multidisciplinary_practice_with_multiple_meanings.mp4	29.1 MB
Uncover_insights_and_create_knowledge.mp4	28.6 MB
Use_statistics_and_software.mp4	26.8 MB
/.../3_2._Working_with_Databases/
Address_big_data_problems.mp4	27.8 MB
Get_data_into_warehouses_using_ETL.mp4	27.8 MB
Let_go_of_the_past_with_NoSQL.mp4	29.0 MB
Make_connections_with_relational_databases.mp4	20.6 MB
/.../4_3._Recognizing_Different_Data_Types/
Collect_unstructured_data.mp4	32.0 MB
Keep_things_simple_with_structured_data.mp4	34.7 MB
Share_semistructured_data.mp4	25.8 MB
Sift_through_big_garbage.mp4	25.4 MB
/.../5_4._Applying_Statistical_Analysis/
Comb_techniques_for_predictive_analytics.mp4	34.3 MB
Find_a_correlation.mp4	28.8 MB
See_how_correlation_does_not_imply_causation.mp4	30.6 MB
Start_out_with_descriptive_statistics.mp4	33.7 MB
Understand_probability.mp4	30.2 MB
/6_5._Avoiding_Pitfalls/
Focus_on_knowledge.mp4	34.9 MB
/7_Conclusion/
Next_steps.mp4	19.4 MB
/1_Introduction/
Welcome.mp4	28.2 MB
/.../2_1._Define_Data_Science_Success/
Compare_project_challenges.mp4	28.4 MB
Review_a_typical_project.mp4	24.3 MB
Set_success_criteria.mp4	25.2 MB
Work_on_a_data_science_project.mp4	27.5 MB
/.../3_2._Use_a_Data_Science_Lifecycle_DSLC/
Iterate_through_DSLC_sprints.mp4	22.6 MB
Loop_through_questions.mp4	29.0 MB
See_how_to_use_a_DSLC.mp4	28.0 MB
Use_a_DSLC.mp4	30.5 MB
/.../4_3._Work_in_Sprints/
Break_down_your_work.mp4	28.6 MB
Create_a_question_board.mp4	30.9 MB
Focus_on_just_a_few_meetings.mp4	20.4 MB
Tell_an_interesting_story.mp4	26.1 MB
/.../5_4._Evolve_Greater_Knowledge/
Add_to_organizational_knowledge.mp4	34.7 MB
Rely_on_serendipity.mp4	33.7 MB
Work_without_objectives.mp4	33.3 MB
/6_5._Avoid_Pitfalls/
Ignore_business_value.mp4	32.2 MB
Work_without_exploring.mp4	29.6 MB
/7_Conclusion/
Next_steps.mp4	21.0 MB
/.../10_9._Manage_System-Related_Tablespaces/
Manage_REDO_logs.mp4	8.6 MB
Manage_TEMP_tablespaces.mp4	6.0 MB
Manage_the_UNDO_tablespace.mp4	6.1 MB
/.../11_10._Database_Monitoring/
ADDM_ASH_AWR.mp4	11.7 MB
Alert_log.mp4	6.7 MB
Monitor_memory_usage.mp4	4.4 MB
/12_Conclusion/
Next_steps.mp4	2.0 MB
/1_Introduction/
Using_the_exercise_files.mp4	421.3 KB
Welcome.mp4	4.2 MB
What_you_should_know.mp4	958.1 KB
/.../2_1._Design_Methodology_and_Tools/
Database_types_and_data_modeling_methodologies.mp4	13.2 MB
Logical_database_modeling.mp4	12.1 MB
Query_and_development_tools.mp4	18.2 MB
/.../3_2._SQL_Query_Basics/
Be_more_SELECTive_-_WHERE_do_you_use_the_WHERE_clause.mp4	15.2 MB
SELECT_statements_-_Capabilities_and_columns.mp4	9.7 MB
Transformations_done_with_SELECT_statements.mp4	11.0 MB
/.../4_3._Advanced_Data_Manipulation/
Aggregate_group_functions.mp4	8.7 MB
Join_tables.mp4	17.4 MB
Single-row_functions.mp4	27.7 MB
Sort_and_group_data.mp4	12.9 MB
Using_the_set_operators.mp4	16.4 MB
/.../5_4._Modify_and_Create_Database_Object/
Data_definition_language_DDL.mp4	18.1 MB
Data_manipulation_language_DML_-_Explained.mp4	16.9 MB
Data_manipulation_language_DML_-_In_action.mp4	10.8 MB
/6_5._Database_Architecture/
Memory.mp4	10.1 MB
Processes.mp4	9.8 MB
Storage.mp4	8.1 MB
/.../7_6._DBA_Configuration_Tools/
Dynamic_Performance_Views_V.mp4	5.1 MB
Network_naming_methods.mp4	8.9 MB
Startup_and_shutdown.mp4	8.8 MB
/.../8_7._Manage_Tablespaces_and_Disk_Space/
Disk_space_management_-_Explained.mp4	14.0 MB
Disk_space_management_-_In_action.mp4	5.0 MB
Manage_tablespaces_-_Explained.mp4	9.8 MB
Manage_tablespaces_-_In_action.mp4	9.6 MB
/9_8._Table_Compression/
Table_compression_methodologies_-_Explained.mp4	11.3 MB
Table_compression_methodologies_-_In_action.mp4	6.6 MB
/1_Introduction/
Exercise_files.mp4	1.3 MB
Welcome.mp4	4.6 MB
What_you_should_know.mp4	1.2 MB
/.../2_1._Python_for_Data_Science_Overview/
Configure_your_system.mp4	23.3 MB
Lab_logistics.mp4	4.7 MB
What_Python_to_use.mp4	11.8 MB
/.../3_2._Exploring_Data_in_Python/
NumPy_and_SciPy_introduction.mp4	15.1 MB
Quick_Python_review.mp4	14.7 MB
pandas_Introduction.mp4	13.1 MB
pandas_demonstrations.mp4	15.9 MB
/4_3._Making_Predictions/
Build_a_classifier.mp4	11.7 MB
Cluster_data.mp4	14.3 MB
Scikit-learn_I=introduction.mp4	17.6 MB
/.../5_4._Big_Data_and_PySpark/
Begin_with_Spark.mp4	18.6 MB
Big_data_PySpark_intro.mp4	14.6 MB
Introduction_to_MLlib.mp4	18.6 MB
/6_Conclusion/
Next_steps.mp4	1.7 MB
/1_Introduction/
Exercise_files.mp4	2.4 MB
Welcome.mp4	10.5 MB
What_you_should_know.mp4	1.3 MB
/.../2_1._Ordinary_Regression_and_Nominal_Outcome_Variables/
Forecast_-_Too_high_or_too_low.mp4	11.1 MB
Manage_different_slopes.mp4	8.1 MB
Recognize_abnormal_distribution.mp4	12.5 MB
The_normality_assumption.mp4	13.4 MB
/.../3_2._Solutions_to_Problems_with_Ordinary_Regression/
Logs_-_exponents_bases_sum_of_logs_and_the_log_of_products.mp4	8.4 MB
Predict_the_log_of_the_odds_the_logit.mp4	12.9 MB
Use_of_log_odds_to_limit_the_probabilities_on_the_downside.mp4	8.4 MB
Use_of_odds_instead_of_probabilities.mp4	6.6 MB
Use_of_odds_to_limit_the_probabilities_on_the_upside.mp4	3.4 MB
/.../4_3._Running_a_Logistic_Regression_in_Excel/
Establish_the_log_likelihood_and_run_Solver.mp4	19.3 MB
Interpret_-2LL_or_deviance.mp4	14.3 MB
Set_up_the_logit_column_the_antilog_column_and_the_probability_column.mp4	8.3 MB
Set_up_the_worksheet_-_Original_data_and_logistic_regression_coefficients.mp4	13.1 MB
/.../5_4._Running_a_Binomial_Logistic_Regression_in_R/
Establish_the_data_frame_with_XLGetRange.mp4	10.4 MB
Install_the_mlogit_package.mp4	13.4 MB
The_mlogit_function_syntax.mp4	25.5 MB
Use_of_glm_instead_of_mlogit.mp4	8.6 MB
/.../6_5._Running_a_Multinomial_Logistic_Regression_in_R/
Deal_with_problems_introduced_by_three_or_more_possible_outcomes.mp4	5.5 MB
Identify_long_versus_wide_data_frames.mp4	17.2 MB
The_special_mlogit_syntax.mp4	21.6 MB
/7_Conclusion/
Next_steps.mp4	1.9 MB
/1_Introduction/
Using_the_exercise_files.mp4	3.4 MB
Welcome.mp4	5.5 MB
What_you_should_know.mp4	1.8 MB
/2_1._Understanding_QUEST/
How_QUEST_handles_missing_data.mp4	9.2 MB
How_QUEST_handles_nominal_variables.mp4	14.8 MB
How_QUEST_handles_ordinal_and_continuous_variables.mp4	8.8 MB
Overview.mp4	3.1 MB
Pruning_in_QUEST.mp4	8.6 MB
Stopping_rules_in_QUEST.mp4	4.9 MB
/3_2._Understanding_C5.0/
How_C5.0_handles_missing_data.mp4	5.2 MB
ID3_and_C4.5.mp4	5.1 MB
Pruning_in_C5.0.mp4	23.7 MB
Rule_sets.mp4	7.1 MB
Understanding_information_gain.mp4	8.6 MB
Winnowing_attributes.mp4	11.6 MB
/4_3._Advanced_Topics/
Costs_and_priors.mp4	14.5 MB
Ensembles.mp4	14.0 MB
Random_forests.mp4	8.8 MB
Using_bagging_for_feature_selection.mp4	9.1 MB
What_is_bagging.mp4	15.6 MB
What_is_boosting.mp4	11.5 MB
/5_Conclusion/
Next_steps.mp4	2.0 MB
/1_Introduction/
Using_the_exercise_files.mp4	3.0 MB
Welcome.mp4	14.6 MB
What_you_should_know.mp4	3.9 MB
/.../2_1._Decision_Trees_in_IBM_SPSS_Modeler/
Adding_a_second_model_with_C_RT.mp4	6.7 MB
Analysis_nodes.mp4	8.7 MB
Building_a_quick_CHAID_model.mp4	10.2 MB
Decision_tree_options_in_SPSS_Modeler.mp4	6.6 MB
Lift_and_gains_chart.mp4	10.5 MB
/3_2._Understanding_CHAID/
A_quick_look_at_the_complete_CHAID_tree.mp4	16.5 MB
Bonferonni_adjustment.mp4	10.0 MB
Buliding_a_tree_interactively.mp4	8.7 MB
Chi-squared_overview.mp4	7.8 MB
How_CHAID_handles_continuous_variables.mp4	4.3 MB
How_CHAID_handles_nominal_variables.mp4	2.8 MB
How_CHAID_handles_ordinal_variables.mp4	2.4 MB
What_is_an_algorithm.mp4	4.8 MB
What_is_level_of_measurement.mp4	7.5 MB
/4_3._Understanding_C_RT/
A_quick_look_at_the_complete_C_RT_tree.mp4	7.6 MB
How_C_RT_handles_missing_data.mp4	7.9 MB
How_C_RT_handles_nominal_ordinal_and_continuous_variables.mp4	4.2 MB
How_does_C_RT_weigh_purity_and_balance.mp4	4.0 MB
Understanding_pruning.mp4	8.2 MB
What_is_the_Gini_coefficient.mp4	5.1 MB
/.../5_4._Improving_Your_Model/
Exhaustive_CHAID.mp4	10.7 MB
Stopping_rules_in_CHAID_and_C_RT.mp4	13.1 MB
The_Auto_Classifier_tuning_trick.mp4	7.9 MB
/6_Conclusion/
Next_steps.mp4	3.8 MB
/0_Introduction/
Set_up_the_development_environment.mp4	7.2 MB
Using_the_exercise_files.mp4	1.3 MB
Welcome.mp4	7.1 MB
What_you_should_know.mp4	634.5 KB
/.../1_1._What_Is_Machine_Learning_and_Value_Prediction/
Build_a_simple_home_value_estimator.mp4	7.3 MB
Cool_uses_of_value_prediction.mp4	7.0 MB
Find_the_best_weights_automatically.mp4	7.2 MB
Supervised_machine_learning_for_value_prediction.mp4	5.6 MB
What_is_machine_learning.mp4	4.8 MB
/.../2_2._An_Overview_of_Building_a_Machine_Learning_System/
Gradient_boosting_-_A_versatile_machine_learning_algorithm.mp4	6.5 MB
Introduction_to_NumPy_scikit-learn_and_pandas.mp4	2.2 MB
The_basic_workflow_for_training_a_supervised_machine_learning_model.mp4	3.9 MB
Think_in_vectors_-_How_to_work_with_large_data_sets_efficiently.mp4	6.0 MB
/3_3._Training_Data/
Decide_how_much_data_you_need.mp4	4.1 MB
Explore_a_home_value_data_set.mp4	8.7 MB
Standard_conventions_for_naming_training_data.mp4	1.7 MB
/4_4._Features/
Choose_the_best_features_for_home_value_prediction.mp4	9.3 MB
Feature_engineering.mp4	7.3 MB
Use_as_few_features_as_possible_-_The_curse_of_dimensionality.mp4	3.3 MB
/.../5_5._Coding_Our_System/
Measure_accuracy_with_mean_absolute_error.mp4	4.7 MB
Prepare_the_features.mp4	5.2 MB
Train_the_value_estimator.mp4	9.3 MB
Training_vs._testing_data.mp4	3.1 MB
/.../6_6._Improving_Our_System/
Feature_selection.mp4	7.2 MB
Overfitting_and_underfitting.mp4	4.8 MB
The_brute_force_solution_-_Grid_search.mp4	6.4 MB
/.../7_7._Using_the_Estimator_in_a_Real-World_Program/
Predict_values_for_new_data.mp4	8.0 MB
Retrain_the_classifier_with_fresh_data.mp4	3.9 MB
/8_Conclusion/
Wrap-up.mp4	1.5 MB
/0_Introduction/
Set_up_environment.mp4	7.1 MB
Using_the_exercise_files.mp4	1.2 MB
Welcome.mp4	9.6 MB
What_you_should_know_before_watching_this_course.mp4	635.4 KB
/.../1_1._The_Basics_of_Making_Recommendations/
Cool_uses_of_recommendation_systems.mp4	4.9 MB
What_can_you_do_with_recommendation_systems.mp4	2.1 MB
What_is_a_recommendation_system.mp4	2.9 MB
/.../2_2._Ways_of_Making_Recommendations/
Collaborative_filtering_-_Recommending_based_on_similar_users.mp4	3.4 MB
Content-based_recommendations_-_Recommending_based_on_product_attributes.mp4	4.6 MB
/.../3_3._Getting_to_Know_Our_Tools/
Introduction_to_NumPy_SciPy_and_pandas.mp4	2.3 MB
Think_in_vectors_-_How_to_work_with_large_data_sets_efficiently.mp4	5.2 MB
/.../4_4._Building_the_Framework_for_Our_Recommendation_System/
A_simple_way_to_predict_missing_user_ratings.mp4	7.7 MB
Explore_our_product_recommendation_data_set.mp4	6.4 MB
Recommend_by_predicting_missing_user_ratings.mp4	3.0 MB
Represent_product_reviews_as_a_matrix.mp4	7.6 MB
/.../5_5._Collaborative_Filtering_with_Matrix_Factorization/
Code_the_recommendation_system.mp4	9.5 MB
How_matrix_factorization_works.mp4	4.5 MB
Latent_representations_of_users_and_products.mp4	4.6 MB
Use_latent_representations_to_find_similar_products.mp4	11.2 MB
/.../6_6._Testing_Our_System/
Explore_our_system_s_recommendations.mp4	11.1 MB
Measure_recommendation_accuracy.mp4	7.4 MB
Use_regularization.mp4	3.4 MB
/.../7_7._Using_the_Recommendation_System_in_a_Real_World_Program/
Find_similar_products.mp4	6.3 MB
How_to_handle_first-time_users.mp4	8.6 MB
Make_recommendations_for_existing_users.mp4	7.3 MB
/8_Conclusion/
Wrap_up.mp4	1.5 MB
/1_Introduction/
Exercise_files.mp4	787.7 KB
Welcome.mp4	3.2 MB
What_you_should_know.mp4	2.3 MB
/.../2_1._Introducing_Machine_Learning/
Import_data_from_a_file.mp4	4.0 MB
Overview_of_machine_learning_tasks.mp4	3.5 MB
Separate_training_data_from_test_data.mp4	16.2 MB
/.../3_2._Preparing_Data_for_Machine_Learning/
Count_values_by_adherence_or_non-adherence_to_a_rule.mp4	5.1 MB
Group_elements_using_a_rule.mp4	6.0 MB
Interpolate_data_to_enter_missing_values.mp4	4.9 MB
Replace_values_near_zero_with_zero.mp4	5.8 MB
Sort_elements_using_a_rule.mp4	3.8 MB
Standardize_normalize_or_rescale_data.mp4	6.4 MB
/.../4_3._Determining_Functions_that_Generate_Data/
Find_a_fit_using_a_linear_model.mp4	6.4 MB
Find_a_formula_that_represents_a_data_set.mp4	4.0 MB
Find_a_function_that_generates_a_given_sequence_of_values.mp4	4.8 MB
Find_a_time_series_that_fits_given_data.mp4	7.0 MB
/.../5_4._Performing_Supervised_Learning_Tasks/
Calculate_the_logistic_sigmoid_function_for_a_data_set.mp4	7.5 MB
Classify_items_using_training_data.mp4	3.7 MB
Identify_data_clusters.mp4	9.0 MB
Measure_classifier_function_performance.mp4	5.9 MB
Measure_predictor_function_performance.mp4	6.9 MB
Predict_values_using_training_data.mp4	5.8 MB
/6_Conclusion/
Next_steps.mp4	2.6 MB
/0_Introduction/
Exercise_files.mp4	1.6 MB
Welcome.mp4	20.3 MB
What_you_need_to_know.mp4	1.5 MB
/.../10_10._RMAN_Backup_and_Recovery/
Backup_the_CDB_and_PDB.mp4	14.0 MB
Backups_in_a_multitenant_database.mp4	3.1 MB
New_SYSBACKUP_permission.mp4	15.5 MB
Restore_a_single_table_to_point_in_time.mp4	16.6 MB
Restore_an_individual_pluggable_database.mp4	8.8 MB
Support_for_SQL_commands_and_extended_report_schema.mp4	7.8 MB
/11_Conclusion/
Next_steps.mp4	4.1 MB
/.../1_1._Oracle_12c_Multitenant_Architecture/
Clone_a_PDB.mp4	11.7 MB
Connect_to_the_CDB.mp4	5.8 MB
Create_a_common_user_in_cdb_root.mp4	12.3 MB
Create_a_local_user_in_a_PDB.mp4	12.1 MB
Create_connect_and_drop_PDBs.mp4	17.4 MB
DB_consolidation_and_multitenancy_needs.mp4	4.9 MB
Enable_the_Oracle_12c_CDB_architecture.mp4	7.8 MB
Local_and_common_users_concepts.mp4	10.0 MB
Multitenant_Container_Database_CDB.mp4	3.1 MB
Oracle_12c_multitenant_core_concepts.mp4	11.5 MB
PDB_portability_between_different_CDBs.mp4	9.7 MB
Pluggable_databases_PDBs.mp4	7.8 MB
Pre-12c_-_Dedicated_servers.mp4	6.7 MB
Pre-12c_-_Instance_consolidations.mp4	4.3 MB
Pre-12c_-_Schema_consolidations.mp4	6.5 MB
The_CDB_architecture.mp4	10.7 MB
The_SEED_PDB_and_PDB_cloning.mp4	4.8 MB
The_root_container.mp4	3.3 MB
Unplug_a_PDB.mp4	16.2 MB
Use_of_the_new_data_dictionary_views.mp4	14.2 MB
/.../2_2._Oracle_12c_In-Memory_Database/
Choose_the_objects_to_be_cached_in-memory.mp4	3.2 MB
Configure_in-memory_data_compression.mp4	7.5 MB
Configure_in-memory_data_pre-caching.mp4	7.9 MB
Control_query_access_to_in-memory.mp4	9.1 MB
Create_the_demo_environment.mp4	9.9 MB
Enable_and_size_the_In-Memory_Column_Store.mp4	9.1 MB
Identify_tables_using_in-memory.mp4	9.6 MB
In-memory_column_store_architecture.mp4	6.7 MB
Load_tables_to_In-Memory_Column_Store.mp4	6.6 MB
Row_and_columnar_format_differences.mp4	9.2 MB
Verify_queries_using_in-memory.mp4	5.2 MB
/.../3_3._Create_the_Demo_Environment/
Create_the_DEMO_PDB_for_exercises.mp4	8.3 MB
/.../4_4._Improved_Column_Default_Values/
Overview_of_default_column_values.mp4	3.1 MB
Use_default_column_values_with_identity.mp4	17.8 MB
Use_default_column_values_with_sequence.mp4	14.5 MB
/.../5_5._Increased_Size_Limits_for_VARCHAR_Data_Types/
Enable_extended_32K_VARCHARs.mp4	8.8 MB
Use_extended_32K_VARCHARs.mp4	6.5 MB
/.../6_6._Improved_Top-n_Queries/
Explore_Top-N_queries_Pagination.mp4	6.7 MB
Fetch_the_Top-N_Rows_from_a_Table.mp4	12.5 MB
/7_7._Partitioning_Features/
Asynchronous_global_index_maintenance.mp4	11.5 MB
Move_partitions_online.mp4	17.7 MB
Partial_indexes.mp4	12.3 MB
/.../8_8._Adaptive_Execution_Plans/
Use_adaptive_execution_plans.mp4	18.4 MB
What_are_adaptive_execution_plans.mp4	8.1 MB
/9_9._Temporary_Undo/
Enable_and_use_temporary_undo.mp4	11.1 MB
What_is_temporary_undo.mp4	5.6 MB
/0_Introduction/
Exercise_files.mp4	805.0 KB
Welcome.mp4	4.8 MB
What_you_need_to_know.mp4	952.6 KB
/.../1_1._Oracle_12cR2_DB_Overview/
Oracle_Cloud_overview.mp4	6.8 MB
Oracle_Databases_12cR2_overview.mp4	6.3 MB
/.../2_2._Create_an_Oracle_12c_R2_DB_in_the_Oracle_Cloud/
Access_the_Oracle_Cloud_console.mp4	8.4 MB
Advanced_database_configuration.mp4	9.9 MB
Configure_SSH_access_to_the_database.mp4	5.2 MB
Connect_to_your_Oracle_Cloud_database.mp4	14.1 MB
Create_an_Oracle_12c_R2_database.mp4	5.6 MB
Database_storage_CPU_and_RAM_options.mp4	3.1 MB
Register_for_an_Oracle_Cloud_account.mp4	10.8 MB
Use_the_database_cloud_service_console.mp4	5.6 MB
/.../3_3._PDB_Resource_Management/
Introduction_to_PDB_resource_management.mp4	3.4 MB
PDB_I_O_resource_management_demo.mp4	5.9 MB
/.../4_4._PDB_Hot_Clone/
Demo_of_PDB_hot_clone.mp4	7.8 MB
Introduction_to_PDB_hot_clone.mp4	3.4 MB
PDB_cloning_prerequisites.mp4	4.6 MB
/5_5._PDB_Flashback/
Demo_of_PDB_flashback.mp4	12.4 MB
Introduction_to_PDB_flashback.mp4	2.9 MB
PDB_flashback_prerequisites.mp4	3.4 MB
/6_6._Partitioning_Enhancments/
Automatic_list_partitioning.mp4	12.1 MB
Create_table_for_Exchange.mp4	11.3 MB
Modify_a_table_to_a_partitioned_table.mp4	10.6 MB
New_partitioning_features.mp4	1.7 MB
Read-only_partitions.mp4	8.3 MB
/7_Conclusion/
Next_steps.mp4	2.6 MB
/1_Introduction/
Expectations_and_course_organization.mp4	1.8 MB
Use_the_exercise_files.mp4	4.5 MB
Welcome.mp4	6.0 MB
/.../2_1._Customer_Analytics_Overview/
Apply_analytics_to_the_customer_life_cycle.mp4	3.6 MB
Sources_of_customer_data.mp4	4.3 MB
The_customer_analytics_process.mp4	2.4 MB
The_customer_life_cycle.mp4	3.2 MB
The_importance_of_customer_analytics.mp4	6.1 MB
Use_case_-_Online_computer_store.mp4	3.3 MB
/.../3_2._Will_You_Become_My_Customer/
Find_high_propensity_prospects.mp4	4.4 MB
Offer_chat_based_on_visitor_propensity.mp4	5.1 MB
Recommend_the_best_channels_for_contact.mp4	3.9 MB
The_customer_acquisition_process.mp4	1.3 MB
Use_case_-_Determine_customer_propensity.mp4	20.1 MB
/.../4_3._What_Else_Are_You_Interested_In/
Create_customer_group_preferences.mp4	5.4 MB
Find_items_bought_together.mp4	4.3 MB
Upselling_and_cross-selling.mp4	5.4 MB
Use_case_-_Recommend_items.mp4	8.6 MB
User-item_affinity_and_recommendations.mp4	5.8 MB
/.../5_4._How_Much_Is_Your_Future_Business_Worth/
Create_customer_value_classes.mp4	4.2 MB
Discover_response_patterns.mp4	4.3 MB
Generate_customer_loyalty.mp4	3.7 MB
Predict_customer_lifetime_value_CLV.mp4	5.2 MB
Use_case_-_Predict_CLV.mp4	10.0 MB
/.../6_5._Are_You_Happy_With_Me/
Find_unsatisfied_customers.mp4	4.3 MB
Group_problem_types.mp4	4.2 MB
Improve_customer_satisfaction.mp4	3.9 MB
Predict_intent_of_contact.mp4	4.6 MB
Use_case_-_Group_problem_types.mp4	14.5 MB
/.../7_6._Will_You_Leave_Me/
Discover_customer_attrition_patterns.mp4	3.7 MB
Find_incentives.mp4	3.6 MB
Predict_customers_who_might_leave.mp4	3.8 MB
Prevent_customer_attrition.mp4	2.4 MB
Use_case_-_Customer_patterns.mp4	16.1 MB
/8_7._Best_Practices/
Choose_the_right_data.mp4	2.0 MB
Design_data_processing_pipelines.mp4	2.2 MB
Devise_customer_analytics_processes.mp4	2.8 MB
Implement_continuous_improvement.mp4	1.4 MB
/9_Conclusion/
Next_steps.mp4	3.2 MB
/0_Introduction/
Exercise_files.mp4	2.3 MB
Welcome.mp4	3.7 MB
What_you_should_know.mp4	1.6 MB
/1_1._Introducing_Presto/
How_Presto_works.mp4	3.5 MB
Presto_origins.mp4	10.2 MB
What_does_Presto_do.mp4	7.0 MB
Why_use_Presto.mp4	5.8 MB
/2_2._Running_Presto/
Command-line_interface.mp4	7.7 MB
Connect_from_R.mp4	7.2 MB
Connect_from_Tableau.mp4	9.2 MB
Deployment_options.mp4	3.1 MB
Presto_web_UI.mp4	5.2 MB
Sandbox_setup.mp4	11.8 MB
/3_3._Connectors/
Additional_connectors.mp4	4.4 MB
Benchmark_with_TPCH.mp4	18.2 MB
Connect_to_Hive.mp4	6.4 MB
Connect_to_MySQL.mp4	20.1 MB
Connect_to_the_local_system.mp4	10.2 MB
/4_4._SQL_Syntax/
Combine_data_sources.mp4	19.6 MB
Group_results.mp4	16.4 MB
Retrieve_data.mp4	17.0 MB
/.../5_5._Basic_SQL_functions/
Conditional_expressions.mp4	14.6 MB
Conversion_between_data_types.mp4	7.6 MB
Data_aggregation.mp4	18.5 MB
Date_and_time_functions.mp4	12.3 MB
/.../6_6._Advanced_SQL_Functions/
Access_data_with_arrays.mp4	11.0 MB
Access_data_with_maps.mp4	8.2 MB
Bollinger_bands.mp4	11.8 MB
Parse_URL_strings.mp4	7.7 MB
Window_functions.mp4	15.5 MB
Work_with_JSON_data.mp4	11.3 MB
/.../7_7._Migrating_from_Hive/
Migrate_from_Hive.mp4	6.6 MB
/8_Conclusion/
Next_steps.mp4	1.2 MB
/0_Introduction/
Exercise_files.mp4	989.5 KB
Getting_started_with_Jupyter.mp4	2.4 MB
Welcome.mp4	20.8 MB
What_you_should_know.mp4	6.0 MB
/.../10_10._Web_Scraping_with_Beautiful_Soup/
Explore_NavigatableString_objects.mp4	14.3 MB
Introduction_to_Beautiful_Soup.mp4	25.2 MB
Parse_data.mp4	21.7 MB
Web_scrape_in_practice.mp4	14.5 MB
/11_Conclusion/
Next_steps.mp4	13.5 MB
/.../1_1._Data_Munging_Basics/
Concatenate_and_transform_data.mp4	24.5 MB
Filter_and_select_data.mp4	31.6 MB
Group_and_aggregate_data.mp4	9.8 MB
Remove_duplicates.mp4	13.4 MB
Treat_missing_values.mp4	45.2 MB
/.../2_2._Data_Visualization_Basics/
Construct_histograms_box_plots_and_scatter_plots.mp4	22.2 MB
Create_labels_and_annotations.mp4	26.2 MB
Create_standard_line_bar_and_pie_plots.mp4	22.3 MB
Create_visualizations_from_time_series_data.mp4	12.1 MB
Define_plot_elements.mp4	17.1 MB
Format_plots.mp4	21.9 MB
/.../3_3._Basic_Math_and_Statistics/
Generate_summary_statistics.mp4	16.8 MB
Non-parametric_methods.mp4	20.6 MB
Parametric_methods.mp4	26.2 MB
Summarize_categorical_data.mp4	16.7 MB
Transform_dataset_distributions.mp4	16.7 MB
Use_NumPy_arithmetic.mp4	20.7 MB
/4_4._Dimensionality_Reduction/
Explanatory_factor_analysis.mp4	12.5 MB
Introduction_to_machine_learning.mp4	8.3 MB
Principal_component_analysis_PCA.mp4	20.1 MB
/5_5._Outlier_Analysis/
A_linear_projection_method_for_multivariate_data.mp4	15.4 MB
Extreme_value_analysis_using_univariate_methods.mp4	16.8 MB
Multivariate_analysis_for_outlier_detection.mp4	5.9 MB
/6_6._Cluster_Analysis/
Hierarchical_methods.mp4	25.0 MB
Instance-based_learning_with_k-Nearest_Neighbor.mp4	18.8 MB
K-means_method.mp4	23.8 MB
/.../7_7._Network_Analysis_with_NetworkX/
Generate_stats_on_nodes_and_inspect_graphs.mp4	12.7 MB
Intro_to_network_analysis.mp4	4.7 MB
Simulate_a_social_network.mp4	18.5 MB
Work_with_graph_objects.mp4	29.8 MB
/.../8_8._Basic_Algorithmic_Learning/
Linear_regression_model.mp4	19.0 MB
Logistic_regression_model.mp4	23.1 MB
Naive_Bayes_classifiers.mp4	23.0 MB
/.../9_9._Web-based_Data_Visualizations_with_Plotly/
Create_Plotly_choropleth_maps.mp4	21.0 MB
Create_Plotly_point_maps.mp4	18.5 MB
Create_basic_charts.mp4	38.8 MB
Create_statistical_charts.mp4	21.7 MB
/1_Introduction/
Using_the_exercise_files.mp4	820.7 KB
Welcome.mp4	9.9 MB
What_you_should_know_before_watching_this_course.mp4	1.5 MB
/.../2_1._SQL_Tips_and_Tricks/
Aggregate_data.mp4	13.7 MB
Analyze_employee_data.mp4	8.9 MB
Common_table_expressions.mp4	10.8 MB
Date_time_functions.mp4	10.0 MB
Filter_data.mp4	13.6 MB
Find_ranks.mp4	8.0 MB
Join_tables.mp4	11.1 MB
Retrieve_data_using_SQL.mp4	7.7 MB
Rolling_calculations.mp4	9.3 MB
Subqueries.mp4	7.7 MB
Window_functions.mp4	3.4 MB
Year_over_year_calculations.mp4	6.7 MB
/3_Conclusion/
Next_steps.mp4	1.3 MB
/1_Documentary/
Smart_Cities_-_Solving_Urban_Problems_Using_Technology.mp4	176.3 MB
/2_Bonus_Movies/
Palo_Alto_Apps_Challenge.mp4	54.9 MB
Palo_Alto_Civic_Technology_Center.mp4	60.1 MB
/1_Introduction/
Using_the_exercise_files.mp4	1.1 MB
Welcome.mp4	7.2 MB
What_you_should_know_before_watching_this_course.mp4	3.5 MB
/.../2_1._Creating_Network_Graphs/
Create_a_graph_from_existing_data.mp4	9.4 MB
Create_sample_graphs.mp4	18.4 MB
Download_and_install_sna_and_igraph.mp4	9.4 MB
Format_data_for_social_network_analysis.mp4	4.3 MB
/.../3_2._Analyzing_Network_Graphs/
Calculate_network_density.mp4	14.2 MB
Find_components_of_a_graph.mp4	7.9 MB
Identify_cliques_in_a_graph.mp4	11.4 MB
Measure_betweenness_of_points.mp4	8.7 MB
Measure_connectedness_of_points.mp4	7.2 MB
Take_a_random_walk_on_a_graph.mp4	10.2 MB
/4_3._Visualizing_a_Network/
Change_edge_and_vertex_colors.mp4	8.5 MB
Visualize_a_network.mp4	3.2 MB
Write_out_a_graph.mp4	13.1 MB
/6_Conclusion/
Next_steps.mp4	2.4 MB
/Statistics_Foundations_-_3/1_Introduction/
Welcome.mp4	41.3 MB
/.../2_1._The_Statistics_Series_-_A_Look_Back_and_Forward/
Recap_of_Statistics_Fundamentals_-_Parts_1_and_2.mp4	16.7 MB
What_lies_ahead_in_Statistics_Fundamentals_-_Part_3.mp4	20.4 MB
/.../3_2._Small_Sample_Sizes/
Calculating_confidence_intervals_using_t-scores.mp4	17.3 MB
T-score_tables_and_degrees_of_freedom.mp4	16.4 MB
T-statistic_vs._z-statistic.mp4	16.3 MB
/.../4_3._Comparing_Two_Populations_Proportions/
Explanation_of_two_populations.mp4	11.2 MB
Hypothesis_testing.mp4	23.4 MB
Set_up_a_comparison.mp4	11.7 MB
/.../5_4._Comparing_Two_Populations_Means/
Basics_of_comparing_two_population_means.mp4	13.8 MB
Hypothesis_testing.mp4	18.1 MB
Set_up_a_confidence_interval.mp4	21.3 MB
Visualization_re-randomizing.mp4	13.0 MB
/Statistics_Foundations_-_3/6_5._Chi-Square/
Curves_and_distribution.mp4	14.2 MB
Goodness-of-fit_test.mp4	19.1 MB
Introduction_to_chi-square.mp4	13.2 MB
/.../7_6._ANOVA_-_Analysis_of_Variance/
Hypothesis_test_and_f-statistic.mp4	26.2 MB
One-way_ANOVA_and_the_total_sum_of_squares_SST.mp4	13.3 MB
Variance_within_and_variance_between_SSW_and_SSB.mp4	14.1 MB
What_is_analysis_of_variance.mp4	19.4 MB
/.../8_7._Introduction_to_Regression/
The_best-fitting_line.mp4	9.4 MB
The_coefficient_of_determination.mp4	23.4 MB
The_correlation_coefficient.mp4	14.8 MB
What_is_regression.mp4	12.4 MB
/Statistics_Foundations_-_3/9_Conclusion/
Next_steps.mp4	34.2 MB
/10_Conclusion/
Next_steps.mp4	1.6 MB
/1_Introduction/
Using_the_exercise_files.mp4	1.0 MB
Welcome.mp4	4.2 MB
What_you_need_to_know.mp4	1.6 MB
/.../2_1._Introducing_Calculations_in_Tableau_10/
Create_a_calculated_field.mp4	9.3 MB
Create_an_ad_hoc_calculation.mp4	8.6 MB
Create_calculations_using_arithmetic_operators.mp4	4.8 MB
Define_data_types_and_conversions.mp4	4.0 MB
Define_function_syntax_in_Tableau_10.mp4	5.2 MB
Use_logical_and_comparison_operators_in_calculations.mp4	7.2 MB
/.../3_2._Summarizing_Data_Using_Aggregate_Functions/
Calculate_the_average_median_minimum_and_maximum_of_a_set_of_values.mp4	13.6 MB
Calculate_the_sum_of_a_collection_of_values.mp4	6.1 MB
Count_all_values_or_distinct_values_in_a_data_set.mp4	7.4 MB
Find_the_value_of_an_attribute.mp4	3.2 MB
Find_the_variance_and_standard_deviation_of_populations_and_samples.mp4	12.0 MB
Identify_the_percentile_of_a_given_value.mp4	11.5 MB
/.../4_3._Calculating_Values_Using_Number_Functions/
Calculate_the_square_or_square_root_of_a_value.mp4	6.6 MB
Find_the_absolute_value_or_sign_of_a_number.mp4	8.6 MB
Find_the_integer_and_decimal_components_of_a_division_operation.mp4	8.4 MB
Identify_the_larger_or_smaller_of_two_values.mp4	7.2 MB
Return_zero_if_a_calculation_includes_a_null_value.mp4	5.8 MB
Round_numbers_up_or_down.mp4	15.3 MB
/.../5_4._Working_with_Times_and_Dates/
Add_or_subtract_intervals_from_dates.mp4	13.1 MB
Identify_part_of_a_date_using_DATEPART.mp4	8.1 MB
Identify_the_earlier_or_later_of_two_dates.mp4	6.0 MB
Return_the_current_date_or_date_and_time.mp4	7.6 MB
Return_the_day_month_or_year_component_of_a_date.mp4	9.0 MB
Truncate_a_date.mp4	6.4 MB
/.../6_5._Creating_Conditional_Calculations_Using_Logical_Functions/
Create_IF_THEN_ELSE_and_ELSE_IF_expressions.mp4	6.0 MB
Create_IF_THEN_expressions.mp4	7.9 MB
Define_multilevel_conditions_using_CASE_expressions.mp4	9.4 MB
Manage_null_values_using_IFNULL_and_ISNULL.mp4	8.6 MB
Return_true_or_false_values_using_IIF.mp4	12.3 MB
/.../7_6._Creating_Level_of_Detail_LOD_Expressions/
Create_a_level_of_detail_LOD_expression.mp4	6.6 MB
Create_level_of_detail_expressions_using_EXCLUDE.mp4	8.3 MB
Create_level_of_detail_expressions_using_FIXED.mp4	8.2 MB
Create_level_of_detail_expressions_using_INCLUDE.mp4	7.4 MB
/.../8_7._Summarizing_Data_Using_Table_Calculations/
Add_a_secondary_table_calculation.mp4	11.2 MB
Calculate_a_running_total_or_moving_average.mp4	15.5 MB
Count_table_rows_from_first_or_last_row.mp4	7.2 MB
Create_a_quick_table_calculation.mp4	8.6 MB
Identify_a_table_row_using_INDEX.mp4	4.0 MB
Look_up_values_using_PREVIOUS_VALUE_and_LOOKUP.mp4	12.1 MB
Rank_table_data.mp4	6.4 MB
Return_the_number_of_rows_in_the_partition.mp4	8.2 MB
Summarize_data_within_a_defined_window_of_rows.mp4	10.9 MB
/.../9_8._Managing_Text_Strings/
Convert_and_measure_strings.mp4	7.4 MB
Determine_if_a_sequence_occurs_within_a_string.mp4	6.8 MB
Find_and_replace_text_in_a_string.mp4	7.4 MB
Return_characters_from_part_of_a_string.mp4	9.3 MB
Trim_and_pad_strings.mp4	2.2 MB
/.../10_9._Formatting_Tableau_Visualizations/
Changing_the_appearance_of_your_data.mp4	11.8 MB
Changing_the_visual_summary_type.mp4	4.0 MB
Creating_a_highlight_table.mp4	8.6 MB
Displaying_a_visualization_in_Presentation_mode.mp4	6.8 MB
Resizing_a_visualization.mp4	7.5 MB
/.../11_10._Creating_Basic_Charts/
Creating_a_treemap.mp4	6.8 MB
Creating_column_and_stacked_column_charts.mp4	6.5 MB
Creating_histograms.mp4	5.5 MB
Creating_line_charts_and_area_fill_charts.mp4	7.4 MB
Creating_pie_charts.mp4	7.0 MB
Creating_scatter_plots.mp4	6.2 MB
Defining_discrete_bins_from_a_continuous_measure.mp4	7.4 MB
Identifying_data_clusters.mp4	7.4 MB
Summarizing_data_using_a_smart_histogram.mp4	6.3 MB
/.../12_11._Annotating_and_Formatting_Charts/
Adding_a_text_box_to_a_chart.mp4	5.4 MB
Adding_a_trend_line_to_a_chart.mp4	7.8 MB
Adding_reference_lines_distributions_and_boxes.mp4	11.7 MB
Changing_the_color_sequence_in_charts.mp4	4.9 MB
Formatting_chart_elements.mp4	8.1 MB
/.../13_12._Mapping_Geographic_Data/
Creating_a_basic_map.mp4	9.7 MB
Defining_custom_regions.mp4	9.1 MB
Disabling_pan_and_zoom_in_maps.mp4	6.7 MB
Enhancing_map_analysis_using_distance_measurement_tools.mp4	10.1 MB
Ensuring_your_data_can_be_mapped.mp4	5.2 MB
Setting_map_options.mp4	8.6 MB
/.../14_13._Creating_Dashboards_and_Actions/
Arranging_and_formatting_dashboard_elements.mp4	5.1 MB
Creating_a_dashboard.mp4	7.6 MB
Defining_a_URL_action.mp4	5.9 MB
Defining_a_filter_action.mp4	5.3 MB
Defining_a_highlight_action.mp4	7.3 MB
/.../15_14._What_s_New_in_Tableau_10.1_and_10.2/
Connect_to_JSON_data_files.mp4	9.4 MB
Connect_to_spatial_data_files.mp4	11.1 MB
Create_legends_for_each_measure_in_a_visualization.mp4	5.6 MB
Export_data_to_CSV_files.mp4	2.8 MB
Manage_Story_Point_navigation.mp4	4.0 MB
Parse_strings_into_dates_and_other_data_types.mp4	4.1 MB
Scale_maps_dynamically.mp4	3.6 MB
/16_Conclusion/
Further_resources.mp4	1.8 MB
/1_Introduction/
Using_the_exercise_files.mp4	1.3 MB
Welcome.mp4	5.2 MB
What_you_should_know_before_watching_this_course.mp4	1.3 MB
/2_1._Introducing_Tableau/
Discovering_what_s_new_in_Tableau_10.mp4	2.6 MB
Downloading_Tableau.mp4	6.7 MB
Getting_help_in_Tableau.mp4	5.7 MB
Installing_Tableau_drivers.mp4	5.1 MB
Introducing_Tableau_file_types.mp4	3.8 MB
/.../3_2._Managing_Data_Sources_and_Visualizations/
Changing_the_order_of_the_fields_in_a_visualization.mp4	6.0 MB
Changing_the_summary_operation.mp4	6.4 MB
Cleaning_up_source_data.mp4	5.1 MB
Connecting_to_a_data_source.mp4	4.0 MB
Creating_a_visualization_using_Show_Me.mp4	5.1 MB
Joining_related_data_sources.mp4	7.1 MB
Joining_related_fields_with_inconsistent_names.mp4	5.9 MB
Presenting_data_using_Storylines.mp4	10.0 MB
Splitting_text_into_multiple_columns.mp4	4.9 MB
/.../4_3._Managing_Tableau_Worksheets_and_Workbooks/
Adding_duplicating_and_renaming_worksheets.mp4	5.3 MB
Changing_a_worksheet_s_tab_color.mp4	3.7 MB
Creating_a_packaged_workbook.mp4	3.6 MB
Displaying_the_data_underlying_a_workbook.mp4	7.4 MB
Reordering_clearing_and_deleting_worksheets.mp4	6.6 MB
Saving_your_changes.mp4	5.6 MB
Saving_your_workbook_as_a_PDF_file.mp4	5.8 MB
Showing_or_hiding_worksheet_elements.mp4	11.3 MB
/.../5_4._Creating_Custom_Calculations_and_Fields/
Adding_a_table_calculation.mp4	7.3 MB
Creating_a_calculated_field.mp4	6.6 MB
Creating_a_calculated_field_on_a_shelf.mp4	4.5 MB
Creating_calculations_in_dialog_boxes.mp4	7.7 MB
Presenting_Tableau_operators_and_built-in_functions.mp4	5.6 MB
Using_level_of_detail_expressions.mp4	5.9 MB
/.../6_5._Analyzing_Data_Using_Statistical_Tools/
Calculating_averages_medians_minimums_and_maximums.mp4	7.5 MB
Calculating_percentages_of_a_table_total.mp4	6.0 MB
Displaying_the_Summary_Card.mp4	4.7 MB
Forecasting_future_values.mp4	7.8 MB
/.../7_6._Sorting_and_Filtering_Tableau_Data/
Adding_a_Quick_Filter_to_a_worksheet.mp4	5.1 MB
Combining_fields_to_sort_by_more_than_one_criteria.mp4	4.7 MB
Creating_a_condition_filter.mp4	6.8 MB
Creating_a_selection_filter.mp4	6.6 MB
Creating_a_top_filter.mp4	5.6 MB
Creating_a_wildcard_filter.mp4	8.3 MB
Editing_and_deleting_parameters.mp4	3.2 MB
Editing_clearing_and_deleting_filters.mp4	8.1 MB
Filtering_data_using_parameters.mp4	8.7 MB
Sorting_based_on_a_field_s_values.mp4	9.8 MB
/.../8_7._Defining_Groups_and_Sets/
Combining_sets.mp4	7.1 MB
Creating_summaries_using_sets.mp4	5.4 MB
Defining_a_group.mp4	3.6 MB
Defining_a_group_for_other_values.mp4	3.7 MB
Defining_a_set.mp4	4.5 MB
Editing_and_deleting_groups.mp4	7.9 MB
Editing_and_deleting_sets.mp4	3.3 MB
Finding_members_of_a_group.mp4	6.0 MB
/.../9_8._Creating_and_Pivoting_Crosstabs/
Adding_totals_and_subtotals_to_a_crosstab.mp4	9.6 MB
Creating_a_crosstab.mp4	6.8 MB
Unpivoting_a_crosstab.mp4	4.0 MB
/.../10_9._Tableau_10.2_Updates/
Change_the_format_of_fonts_and_lines_across_a_workbook.mp4	9.3 MB
Convert_string_to_dates_with_automatic_dateparse.mp4	7.0 MB
Create_custom_joins_through_calculations.mp4	8.0 MB
Display_different_color_legends_per_measure.mp4	8.7 MB
Export_transformed_data_to_CSV.mp4	6.7 MB
Incorporate_custom_geospatial_data_into_your_viz.mp4	9.5 MB
/11_Conclusion/
Next_steps.mp4	1.7 MB
/1_Introduction/
Exercise_files.mp4	1.6 MB
Learning_supports.mp4	804.4 KB
Welcome.mp4	8.5 MB
What_you_should_know.mp4	1.4 MB
/.../2_1._Green_and_Blue_Pills/
Colors.mp4	9.3 MB
Dates.mp4	9.3 MB
Discrete_versus_continuous.mp4	9.8 MB
Filters.mp4	5.0 MB
Pills_-_Challenge.mp4	1.9 MB
Pills_-_Solution.mp4	4.0 MB
Rows_and_columns.mp4	7.6 MB
/.../3_2._Connect_and_Extract_Data/
Connect_to_data.mp4	5.3 MB
Extract_-_Challenge.mp4	1.8 MB
Extract_-_Solution.mp4	4.1 MB
Filter_extract.mp4	8.9 MB
How_to_create_a_data_extract.mp4	7.2 MB
/4_3._Transform_Data/
Clean_and_prep_your_data.mp4	7.6 MB
Cross_database_joins.mp4	7.1 MB
Join_-_Challenge.mp4	2.1 MB
Join_-_Solution.mp4	7.0 MB
Join_transformations.mp4	7.9 MB
Merge_data_using_unions.mp4	5.2 MB
Pivoting_the_data.mp4	8.1 MB
Split_fields.mp4	6.9 MB
/5_4._Analytics/
Analytics_-_Challenge.mp4	2.0 MB
Analytics_-_Solution.mp4	3.4 MB
Colors_to_highlight_data.mp4	8.5 MB
Cross-database_filtering.mp4	4.2 MB
The_Analytics_pane.mp4	8.0 MB
Visual_highlighter.mp4	4.1 MB
/.../6_5._Map_Your_Data/
Create_custom_territories.mp4	6.2 MB
Create_new_maps_using_MapBox.mp4	8.6 MB
Mapping_-_Challenge.mp4	1.6 MB
Mapping_-_Solution.mp4	3.9 MB
When_to_map_your_data.mp4	8.9 MB
/7_6._Parameters/
Create_calculations_based_on_a_parameter.mp4	6.8 MB
Create_dynamic_reference_lines.mp4	7.6 MB
Dynamic_dimension_and_measure_selector.mp4	5.3 MB
Dynamic_sheet_selection_using_parameters.mp4	6.4 MB
Parameters_-_Challenge.mp4	1.7 MB
Parameters_-_Solution.mp4	5.5 MB
Top_N_analysis.mp4	3.6 MB
/8_7._Dashboard_Design/
Dashboard_-_Challenge.mp4	2.0 MB
Dashboard_-_Solution.mp4	9.5 MB
Dashboard_layout_tips.mp4	9.3 MB
Device-specific_dashboards.mp4	5.3 MB
Filter_actions.mp4	10.2 MB
Formats.mp4	6.1 MB
Highlight_actions.mp4	6.4 MB
Layout_containers.mp4	8.8 MB
Tooltips.mp4	7.0 MB
URL_actions.mp4	7.3 MB
/9_8._Useful_Calculations/
Calculate_time_durations.mp4	7.0 MB
Convert_strings_to_dates.mp4	4.7 MB
Create_an_initial_filter_from_a_surname.mp4	5.7 MB
/1_Introduction/
Data_science_for_marketing.mp4	12.5 MB
Obtain_data.mp4	9.7 MB
Welcome.mp4	33.3 MB
/2_1._Software_Installation/
Install_Python.mp4	7.5 MB
Install_R.mp4	6.9 MB
Install_Tableau.mp4	4.3 MB
Orientation_to_UI_for_R_Python_and_Tableau.mp4	18.6 MB
/10_Conclusion/
Next_steps.mp4	24.8 MB
/1_Introduction/
Welcome.mp4	37.8 MB
What_you_should_know_before_watching_this_course.mp4	1.2 MB
/.../2_1._What_Is_Data_Mining_and_Predictive_Analytics/
A_definition_of_data_mining.mp4	2.0 MB
Introduction.mp4	6.0 MB
What_are_the_essential_elements.mp4	36.4 MB
What_s_data_mining_and_predictive_analytics.mp4	4.0 MB
/3_2._Problem_Definition/
Determine_the_business_objective.mp4	4.0 MB
Estimate_the_return_on_investment.mp4	5.5 MB
Identify_an_intervention_strategy.mp4	1.9 MB
Introduction.mp4	17.2 MB
Program_management.mp4	5.9 MB
/4_3._Data_Requirements/
Customer_footprint.mp4	3.8 MB
Flat_file.mp4	2.8 MB
Introduction.mp4	24.0 MB
Select_the_data_for_modeling.mp4	7.7 MB
Understand_data_construction.mp4	10.5 MB
Understand_integration.mp4	6.1 MB
Understand_your_target.mp4	3.8 MB
/.../5_4._Resources_You_ll_Need/
Assess_team_requirements.mp4	10.3 MB
Budget_time.mp4	4.0 MB
Introduction.mp4	12.5 MB
Understand_data_mining_algorithms.mp4	6.0 MB
Work_with_subject_matter_experts.mp4	5.7 MB
/.../6_5._Problems_You_ll_Face/
Deal_with_missing_data.mp4	6.2 MB
Degrade_models.mp4	8.8 MB
Introduction.mp4	16.3 MB
Resolve_organizational_resistance.mp4	5.2 MB
/.../7_6._Finding_the_Solution/
Construct_proof.mp4	5.0 MB
Introduction.mp4	22.3 MB
Search_the_solution_space.mp4	6.2 MB
Trial_and_error.mp4	4.4 MB
Unexpected_results.mp4	4.6 MB
/.../8_7._Putting_the_Solution_to_Work/
Introduction.mp4	16.6 MB
Master_documentation.mp4	5.7 MB
Time_to_deploy.mp4	1.8 MB
Understand_metamodeling.mp4	5.2 MB
Understand_propensity.mp4	3.5 MB
Understand_reproducibility.mp4	4.6 MB
/.../9_8._CRISP-DM_and_the_Nine_Laws/
Introduction.mp4	17.0 MB
Understand_law_3.mp4	7.2 MB
Understand_law_9.mp4	3.2 MB
Understand_laws_1_and_2.mp4	3.6 MB
Understand_laws_4_and_5.mp4	6.4 MB
Understand_laws_6_7_and_8.mp4	10.2 MB
Understanding_CRISP-DM.mp4	6.7 MB
/0_Introduction/
Welcome.mp4	7.1 MB
/1_1._Twelve_Myths/
Big_data_can_be_handled_by_data_scientists.mp4	7.2 MB
Big_data_is_cheap.mp4	8.2 MB
Big_data_is_necessary.mp4	9.0 MB
Big_data_is_one_thing.mp4	8.4 MB
Big_data_is_the_IT_team_s_job.mp4	5.3 MB
Big_data_systems_are_fast.mp4	8.9 MB
Big_data_will_be_easy_to_set_up.mp4	8.8 MB
Big_data_will_eliminate_the_need_for_X.mp4	6.6 MB
Big_data_will_instantly_yield_great_insights.mp4	4.3 MB
Big_data_will_make_analytics_easier.mp4	3.4 MB
Big_data_will_replace_my_relational_databases.mp4	5.8 MB
My_dev_team_shouldn_t_care_about_big_data.mp4	4.9 MB
/2_Conclusion/
Next_steps.mp4	3.7 MB
Total files 1489