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Databricks SQL for Data Analysts

سرفصل های دوره

Your Hands-On Guide to Data Analysis with Databricks. Master Azure Databricks SQL and Unity Catalog.


1. Set Up and Overview of Databricks
  • 1. Course Overview
  • 2. Introduction to Big Data (Optional)
  • 3. Apache Spark Ecosystem (Optional)
  • 4.1 Comparing Databricks to Apache Spark.html
  • 4. Overview of Databricks
  • 5.1 Azure Account Creation Link.html
  • 5. Azure Account Set Up
  • 6.1 Azure Portal Overview.html
  • 6. Azure Portal Overview
  • 7. Cost Management and Billing
  • 8.1 Supported Regions - Serverless SQL.html
  • 8. Creating a Databricks Premium Workspace
  • 9. Databricks Workspace User Interface
  • 10. Unity Catalog Overview
  • 11.1 Get started using Unity Catalog.html
  • 11. Enabling Unity Catalog - Overview
  • 12.1 Data Lake Storage - Introduction.html
  • 12. ADLS Overview and Storage Creation
  • 13. Access Connector for Databricks
  • 14. Enabling Unity Catalog
  • 15.1 Azure Pricing Calculator.html
  • 15. Creating a SQL Warehouse

  • 2. Introduction to Queries
  • 1.1 16 - Your First Query.txt
  • 1.2 ANSI SQL.html
  • 1.3 Evolution of Databricks SQL Language.html
  • 1. Your First Query
  • 2.1 17 - Switching Catalogs and Schemas.txt
  • 2.2 Syntax - Use Catalog.html
  • 2.3 Syntax - Use Schema.html
  • 2. Switching Catalogs and Schemas
  • 3.1 18 - Scheduling Queries.txt
  • 3.2 Schedule a Query.html
  • 3. Scheduling Queries
  • 4. Adding Comments to Queries
  • 5.1 Course Resources - SQL Code.zip
  • 5. Course Resources - SQL Code Download

  • 3. Catalogs, Schemas, Tables and Views
  • 1.1 21 - Creating Catalogs.txt
  • 1. Creating Catalogs
  • 2.1 22 - Creating Schemas.txt
  • 2. Creating Schemas
  • 3.1 Data Types in Databricks SQL.html
  • 3. Data Types in Databricks SQL
  • 4. Overview of Tables in Databricks
  • 5.1 25 - Creating Managed Tables with SQL.txt
  • 5. Creating Managed Tables with SQL
  • 6. Creating Managed Tables in Hive Metastore
  • 7.1 JC Bike Share 22 Course Data.zip
  • 7. Creating Managed Tables using the Data Explorer
  • 8.1 Managed External Locations and Storage Credentials.html
  • 8. Creating an External Storage Location
  • 9.1 29 - Creating External Tables.txt
  • 9.2 Files for External Storage.zip
  • 9. Creating External Tables
  • 10. Overriding Unity Catalogs Default Managed Table Storage Location
  • 11.1 31 - Truncate Tables.txt
  • 11.2 Truncate Table Command.html
  • 11. Truncate Table
  • 12.1 32 - Alter Table.txt
  • 12.2 Alter Table Command.html
  • 12. Alter Table
  • 13.1 33 - Dropping Tables, Schemas and Views.txt
  • 13.2 Drop Catalog Command.html
  • 13.3 Drop Schema Command.html
  • 13.4 Drop Table Command.html
  • 13. Drop Tables, Schemas and Catalogs

  • 4. Data Analysis with SQL
  • 1.1 34 - Select Statement Recap.txt
  • 1. Select Statement Recap
  • 2.1 35 - Select Distinct.txt
  • 2. Select Distinct
  • 3. Note on the JC BIKE DATA 22 Table
  • 4.1 37 - Filtering Records with the WHERE Clause.txt
  • 4.2 WHERE Clause.html
  • 4. Filtering Records with the WHERE Clause
  • 5.1 38 - Filtering Records Based on Multiple Conditions.txt
  • 5.2 AND Operator.html
  • 5.3 BETWEEN Operator.html
  • 5.4 NOT Operator.html
  • 5.5 OR Operator.html
  • 5. Filtering Records Based on Multiple Conditions
  • 6.1 39 - Filtering Records with the IN and LIKE Operators.txt
  • 6.2 IN Operator.html
  • 6.3 LIKE Operator.html
  • 6. Filtering Records with the IN and LIKE Operators
  • 7.1 40 - Deleting Records.txt
  • 7.2 DELETE FROM Syntax.html
  • 7. Deleting Records
  • 8.1 Built In Functions Documentation.html
  • 8. Databricks SQL Built In Functions Overview
  • 9.1 42 - String Functions.txt
  • 9.2 String Functions.html
  • 9. String Functions
  • 10.1 43 - Numerical Functions.txt
  • 10.2 Numerical Functions.html
  • 10. Numerical Functions
  • 11.1 44 - Date and Timestamp Functions.txt
  • 11.2 Date and Timestamp Functions.html
  • 11.3 Datetime Patterns.html
  • 11. Date and Timestamp Functions
  • 12.1 45 - Converting Strings to DatesTimestamps.txt
  • 12.2 Conversion Functions.html
  • 12.3 Datetime Patterns.html
  • 12.4 TO DATE.html
  • 12.5 TO TIMESTAMP.html
  • 12. Converting Strings to DatesTimestamps
  • 13.1 46 - Conditional Functions.txt
  • 13.2 CASE Expression.html
  • 13.3 IF Function.html
  • 13. Conditional Functions
  • 14.1 47 - Aggregate Functions.txt
  • 14.2 Aggregate Functions.html
  • 14. Aggregate Functions
  • 15.1 48 - Group By Clause.txt
  • 15. Group By Clause
  • 16.1 49 - Filtering Aggregated Tables with the Having Clause.txt
  • 16.2 Having Clause.html
  • 16. Filtering Aggregated Tables with the Having Clause
  • 17. Joining Tables Overview
  • 18.1 51 - Joining Tables Demo.txt
  • 18.2 JOIN.html
  • 18. Joining Tables Demo
  • 19.1 52 - Order By and Limit Clauses.txt
  • 19.2 Limit Clause.html
  • 19.3 Order By Clause.html
  • 19. Order By and Limit Clauses
  • 20.1 53 - SQL Order of Execution.txt
  • 20. SQL Order of Execution
  • 21.1 54 - Subqueries.txt
  • 21.2 Subqueries.html
  • 21. Subqueries
  • 22.1 55 - Views.txt
  • 22.2 CREATE VIEW.html
  • 22. Views
  • 23.1 56 - Set Operators.txt
  • 23.2 Set Operators.html
  • 23. Set Operators
  • 24.1 57 - SQL Challenge 1.txt
  • 24. SQL Challenge 1
  • 25.1 58 - SQL Challenge 2.txt
  • 25. SQL Challenge 2
  • 26.1 59 - SQL Challenge 3.txt
  • 26. SQL Challenge 3
  • 27.1 60 - SQL Challenge 4.txt
  • 27. SQL Challenge 4
  • 28.1 61 - SQL Challenge 5.txt
  • 28. SQL Challenge 5
  • 29. Schema Clean Up

  • 5. Delta Lake
  • 1.1 Medallion Architecture.html
  • 1. Medallion Architecture and Last Mile ETL
  • 2. Medallion Architecture Demo
  • 3.1 Delta Lake.html
  • 3. Benefits of Delta File Format
  • 4.1 66 - Merge Into.txt
  • 4.2 Merge Into.html
  • 4. Upsert Merge Into
  • 5.1 67 - Table Audit History and Time Travel.txt
  • 5.2 Delta History and Time Travel.html
  • 5. Table Audit History and Time Travel

  • 6. Query Alerts and Monitoring
  • 1.1 Query History.html
  • 1.2 Query Profile.html
  • 1. Query History and Profile
  • 2.1 Query Caching.html
  • 2. Query Caching in Databricks SQL
  • 3.1 Query Alerts.html
  • 3. Query Alerts

  • 7. Visualizations and Dashboards in Databricks SQL
  • 1. Visualizations and Dashboards Overview
  • 2.1 72 - Our First Chart in Databricks SQL.txt
  • 2.2 Bar Chart.html
  • 2. Our First Chart in Databricks SQL
  • 3.1 73 - Line and Area Charts.txt
  • 3.2 Area Chart.html
  • 3.3 Line Chart.html
  • 3. Line and Area Charts
  • 4.1 74 - Combo Chart.txt
  • 4.2 Combo Chart.html
  • 4. Combo Chart
  • 5.1 75 - Pie Chart.txt
  • 5.2 Pie Charts.html
  • 5. Pie Chart
  • 6.1 76 - Scatter and Bubble Plots.txt
  • 6.2 Bubble Plots.html
  • 6.3 Scatter Plots.html
  • 6. Scatter and Bubble Plots
  • 7.1 77 - Histograms.txt
  • 7.2 Histogram.html
  • 7. Histograms
  • 8.1 78 - Box Plots.txt
  • 8.2 Box Plots.html
  • 8. Box Plots
  • 9.1 79 - Heatmaps.txt
  • 9. Heatmaps
  • 10.1 80 - Sankey Charts.txt
  • 10.2 Datetime Patterns.html
  • 10. Sankey Charts
  • 11.1 81 - Tables.txt
  • 11. Tables
  • 12.1 82 - Pivot Tables.txt
  • 12. Pivot Tables
  • 13. Counters
  • 14.1 Visualization Types.html
  • 14. Additional Guidance on Charts in Databricks SQL
  • 15. Exploratory Data Analysis - Challenge
  • 16.1 86 - Adding Missing Data to the JC Bike Data 22 Table.txt
  • 16.2 JC Bike Data July 22.zip
  • 16. Adding Missing Data to the JC BIKE DATA 22 Table
  • 17.1 87 - Creating a View To Simplify Upcoming Demos.txt
  • 17. Creating a View to Simplify Upcoming Demos
  • 18.1 88 - Query Filters.txt
  • 18.2 Query Filters.html
  • 18. Query Filters
  • 19.1 89 - Query Parameters.txt
  • 19.2 Query Parameters.html
  • 19. Query Parameters
  • 20.1 90 - Query Parameters (Dates).txt
  • 20. Query Parameters (Dates)
  • 21.1 91 - Introduction to Dashboards.txt
  • 21.2 Dashboards.html
  • 21. Introduction to Dashboards
  • 22.1 92 - Adding Parameters to Dashboards.txt
  • 22. Adding Parameters to Dashboards
  • 23.1 93 - Adding Filters to Dashboards.txt
  • 23. Adding Filters to Dashboards
  • 24.1 94 - Trip Duration Analysis Challenge.txt
  • 24. Trip Duration Analysis Challenge
  • 25.1 95 - Rider Analysis Challenge.txt
  • 25. Rider Type Analysis Challenge

  • 8. Access Control, Data Governance and Unity Catalog
  • 1. Administrative Roles in Databricks
  • 2. Adding a New User to our Azure Account
  • 3. Adding a New User to our Databricks Environment
  • 4. Workspace Admin Settings
  • 5. Workspace Object Access Control
  • 6.1 SQL Warehouse Access Control.html
  • 6. SQL Warehouse Access Control
  • 7.1 Folder Access Control.html
  • 7. Folder Access Control
  • 8.1 Query Access Control.html
  • 8. Query Access Control
  • 9.1 Dashboard Access Control.html
  • 9. Dashboard Access Control
  • 10.1 Workspace Access Control.html
  • 10. Workspace Object Access Control - Summary
  • 11.1 Manage Privileges with Unity Catalog.html
  • 11. Unity Catalog Securable Objects and Priveledges
  • 12.1 GRANT.html
  • 12.2 REVOKE.html
  • 12. Granting and Revoking Privileges with SQL (Unity Catalog)
  • 13. Granting and Revoking Privileges via the Data Explorer (Unity Catalog)
  • 14.1 is account group member().html
  • 14. Redacting Data with Dynamic Views (PII)
  • 15. Data Discovery
  • 16. Data Lineage
  • 17.1 Delta Sharing.html
  • 17. Delta Sharing Overview
  • 18. Databricks to Databricks Delta Sharing
  • 19. Open Delta Sharing

  • 9. Congratulations on completing the course!
  • 1. Congratulations.html
  • 2. Bonus Lecture.html
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    تاریخ انتشار: ۲۰ شهریور ۱۴۰۲
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