Useful Links
1. Introduction to SQL and Relational Databases
2. Basic SQL Query Structure
3. Fundamental SQL Queries
4. Advanced Filtering and Selection
5. Data Aggregation and Grouping
6. Joining Tables
7. Data Transformation and Manipulation
8. Subqueries and Derived Tables
9. Window Functions and Advanced Analytics
10. Set Operations and Advanced Queries
11. Views and Temporary Objects
12. Advanced Data Types and Semi-Structured Data
13. SQL for Data Analysis Applications
14. Performance Optimization and Best Practices
  1. Computer Science
  2. Data Science

SQL for Data Analysis

1. Introduction to SQL and Relational Databases
2. Basic SQL Query Structure
3. Fundamental SQL Queries
4. Advanced Filtering and Selection
5. Data Aggregation and Grouping
6. Joining Tables
7. Data Transformation and Manipulation
8. Subqueries and Derived Tables
9. Window Functions and Advanced Analytics
10. Set Operations and Advanced Queries
11. Views and Temporary Objects
12. Advanced Data Types and Semi-Structured Data
13. SQL for Data Analysis Applications
14. Performance Optimization and Best Practices
  1. Window Functions and Advanced Analytics
    1. Window Function Concepts
      1. Purpose and Use Cases
        1. Window vs Aggregate Functions
          1. OVER Clause Fundamentals
          2. Window Frame Specification
            1. PARTITION BY Clause
              1. ORDER BY in Windows
                1. Frame Boundaries
                  1. ROWS Frame
                    1. RANGE Frame
                      1. UNBOUNDED PRECEDING
                        1. CURRENT ROW
                          1. UNBOUNDED FOLLOWING
                        2. Ranking Functions
                          1. ROW_NUMBER Function
                            1. RANK Function
                              1. DENSE_RANK Function
                                1. NTILE Function
                                  1. Ranking with Ties
                                  2. Aggregate Window Functions
                                    1. Running Totals
                                      1. Moving Averages
                                        1. Cumulative Distributions
                                          1. Window-based MIN and MAX
                                          2. Offset Functions
                                            1. LAG Function
                                              1. LEAD Function
                                                1. FIRST_VALUE Function
                                                  1. LAST_VALUE Function
                                                    1. NTH_VALUE Function
                                                    2. Statistical Window Functions
                                                      1. PERCENT_RANK Function
                                                        1. CUME_DIST Function
                                                          1. PERCENTILE_CONT Function
                                                            1. PERCENTILE_DISC Function
                                                            2. Advanced Window Techniques
                                                              1. Multiple Window Specifications
                                                                1. Named Windows
                                                                  1. Filtering Window Results
                                                                    1. Window Functions in Subqueries

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                                                                  8. Subqueries and Derived Tables

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                                                                  10. Set Operations and Advanced Queries

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