Data Engineering

  1. Computer Science and Software Engineering Foundations
    1. Data Structures
      1. Arrays and Dynamic Arrays
        1. Linked Lists
          1. Singly Linked Lists
            1. Doubly Linked Lists
            2. Stacks
              1. Stack Operations
                1. Stack Applications
                2. Queues
                  1. Queue Operations
                    1. Priority Queues
                    2. Trees
                      1. Binary Trees
                        1. Binary Search Trees
                          1. Tree Traversal Methods
                          2. Graphs
                            1. Graph Representation
                              1. Graph Traversal Algorithms
                              2. Hash Tables
                                1. Hash Functions
                                  1. Collision Resolution
                                    1. Hash Table Performance
                                  2. Algorithms and Complexity Analysis
                                    1. Sorting Algorithms
                                      1. Bubble Sort
                                        1. Selection Sort
                                          1. Insertion Sort
                                            1. Merge Sort
                                              1. Quick Sort
                                                1. Heap Sort
                                                2. Searching Algorithms
                                                  1. Linear Search
                                                    1. Binary Search
                                                      1. Hash-based Search
                                                      2. Algorithm Complexity
                                                        1. Big O Notation
                                                          1. Time Complexity Analysis
                                                            1. Space Complexity Analysis
                                                              1. Best, Average, and Worst Case Analysis
                                                              2. Recursion and Iteration
                                                                1. Recursive Problem Solving
                                                                  1. Iterative Solutions
                                                                    1. Tail Recursion
                                                                      1. Dynamic Programming Basics
                                                                    2. Networking Fundamentals
                                                                      1. HTTP Protocol
                                                                        1. HTTP Methods
                                                                          1. Status Codes
                                                                            1. Headers and Cookies
                                                                              1. HTTPS and SSL/TLS
                                                                              2. TCP/IP Fundamentals
                                                                                1. Network Layers
                                                                                  1. IP Addressing
                                                                                    1. Port Numbers
                                                                                      1. Network Troubleshooting
                                                                                      2. RESTful Web Services
                                                                                        1. REST Principles
                                                                                          1. Resource Identification
                                                                                            1. HTTP Verbs in REST
                                                                                              1. API Design Best Practices
                                                                                            2. Operating Systems Concepts
                                                                                              1. Linux/Unix File Systems
                                                                                                1. File System Hierarchy
                                                                                                  1. File Permissions
                                                                                                    1. File System Types
                                                                                                      1. Disk Management
                                                                                                      2. Process Management
                                                                                                        1. Process Creation and Termination
                                                                                                          1. Process Scheduling
                                                                                                            1. Inter-process Communication
                                                                                                              1. Process Monitoring
                                                                                                              2. User and Permission Management
                                                                                                                1. User Accounts and Groups
                                                                                                                  1. File and Directory Permissions
                                                                                                                    1. Sudo and Root Access
                                                                                                                      1. Security Best Practices
                                                                                                                    2. Software Engineering Principles
                                                                                                                      1. Version Control with Git
                                                                                                                        1. Git Fundamentals
                                                                                                                          1. Repository Management
                                                                                                                            1. Branching Strategies
                                                                                                                              1. Merging and Conflict Resolution
                                                                                                                                1. Remote Repositories
                                                                                                                                  1. Pull Requests and Code Reviews
                                                                                                                                    1. Git Workflow Patterns
                                                                                                                                    2. Code Organization and Modularity
                                                                                                                                      1. Function Design Principles
                                                                                                                                        1. Module Structure
                                                                                                                                          1. Package Management
                                                                                                                                            1. Code Reusability Patterns
                                                                                                                                              1. Dependency Management
                                                                                                                                              2. Object-Oriented Programming Concepts
                                                                                                                                                1. Classes and Objects
                                                                                                                                                  1. Inheritance
                                                                                                                                                    1. Encapsulation
                                                                                                                                                      1. Polymorphism
                                                                                                                                                        1. Design Patterns for Data Engineering
                                                                                                                                                        2. Testing and Quality Assurance
                                                                                                                                                          1. Unit Testing Principles
                                                                                                                                                            1. Test-Driven Development
                                                                                                                                                              1. Integration Testing
                                                                                                                                                                1. Mock Objects and Stubs
                                                                                                                                                                  1. Testing Frameworks
                                                                                                                                                                    1. Code Coverage Analysis
                                                                                                                                                                    2. Debugging and Troubleshooting
                                                                                                                                                                      1. Debugging Strategies
                                                                                                                                                                        1. Logging Best Practices
                                                                                                                                                                          1. Error Handling Patterns
                                                                                                                                                                            1. Performance Profiling
                                                                                                                                                                              1. Debugging Tools and IDEs
                                                                                                                                                                              2. Documentation and Communication
                                                                                                                                                                                1. Code Comments and Docstrings
                                                                                                                                                                                  1. README File Creation
                                                                                                                                                                                    1. API Documentation
                                                                                                                                                                                      1. Technical Writing
                                                                                                                                                                                        1. Code Review Practices

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                                                                                                                                                                                    2. Foundational Programming Skills

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                                                                                                                                                                                    4. Database Systems and Data Storage