Software Engineering

  1. Programming Languages and Paradigms
    1. Procedural Programming
      1. Characteristics
        1. Sequential Execution
          1. Use of Procedures/Functions
            1. State Change through Variables
            2. Examples
              1. C
                1. Pascal
                  1. Key Features of Procedural Languages
                    1. Structured Programming
                      1. Control Structures
                        1. Loops
                          1. Conditionals
                      2. Advantages
                        1. Simplicity
                          1. Easy to Read and Write
                            1. Well-suited for Simple Algorithms
                            2. Limitations
                              1. Difficult to Manage Large Projects
                                1. Limited Support for Reuse
                              2. Object-Oriented Programming (OOP)
                                1. Core Concepts
                                  1. Classes and Objects
                                    1. Inheritance
                                      1. Polymorphism
                                        1. Encapsulation
                                          1. Abstraction
                                          2. Examples
                                            1. Java
                                              1. C++
                                                1. Python
                                                  1. Ruby
                                                  2. Design Patterns
                                                    1. Creational Patterns
                                                      1. Singleton
                                                        1. Factory Method
                                                        2. Structural Patterns
                                                          1. Adapter
                                                            1. Composite
                                                            2. Behavioral Patterns
                                                              1. Observer
                                                                1. Strategy
                                                              2. Benefits
                                                                1. Modularity
                                                                  1. Code Reusability
                                                                    1. Enhanced Productivity
                                                                    2. Drawbacks
                                                                      1. Increased Complexity
                                                                        1. Learning Curve
                                                                      2. Functional Programming
                                                                        1. Principles
                                                                          1. First-class and High-order Functions
                                                                            1. Pure Functions
                                                                              1. Immutability
                                                                                1. Recursion
                                                                                2. Examples
                                                                                  1. Haskell
                                                                                    1. Scala
                                                                                      1. Lisp
                                                                                        1. Features of Functional Languages
                                                                                          1. Lazy Evaluation
                                                                                            1. Pattern Matching
                                                                                          2. Advantages
                                                                                            1. Easier Testing and Debugging
                                                                                              1. Concurrency Support
                                                                                                1. Prevention of Side-effects
                                                                                                2. Challenges
                                                                                                  1. Different Mindset Required
                                                                                                    1. Limited Support in Some Ecosystems
                                                                                                  2. Scripting Languages
                                                                                                    1. Characteristics
                                                                                                      1. Easy to Write and Modify
                                                                                                        1. Typically Interpreted
                                                                                                          1. Suitable for Automation
                                                                                                          2. Examples
                                                                                                            1. JavaScript
                                                                                                              1. PHP
                                                                                                                1. Python for Scripting
                                                                                                                2. Use Cases
                                                                                                                  1. Web Development
                                                                                                                    1. Automation Tasks
                                                                                                                      1. System Administration
                                                                                                                      2. Strengths
                                                                                                                        1. Rapid Development
                                                                                                                          1. Flexibility
                                                                                                                          2. Weaknesses
                                                                                                                            1. Performance Overhead
                                                                                                                              1. Less Suitable for Large Applications
                                                                                                                            2. Declarative Programming
                                                                                                                              1. Concepts
                                                                                                                                1. Declaration of What Rather than How
                                                                                                                                  1. Focus on Logic and Desired Results
                                                                                                                                  2. Examples
                                                                                                                                    1. SQL for Database Queries
                                                                                                                                      1. HTML/CSS for Web Pages
                                                                                                                                        1. Functional Declarations
                                                                                                                                        2. Advantages
                                                                                                                                          1. Simplicity in Complex Problems
                                                                                                                                            1. Reduced Code Size
                                                                                                                                            2. Limitations
                                                                                                                                              1. Limited Flexibility in Execution Control
                                                                                                                                                1. Challenging Debugging
                                                                                                                                              2. Event-Driven Programming
                                                                                                                                                1. Fundamental Concepts
                                                                                                                                                  1. Events
                                                                                                                                                    1. Event Handlers
                                                                                                                                                      1. Asynchronous Programming
                                                                                                                                                      2. Implementations
                                                                                                                                                        1. GUI Applications
                                                                                                                                                          1. Real-time Systems
                                                                                                                                                            1. Event-Loop in JavaScript
                                                                                                                                                            2. Benefits
                                                                                                                                                              1. Responsive Interface Design
                                                                                                                                                                1. Efficient I/O Operations
                                                                                                                                                                2. Drawbacks
                                                                                                                                                                  1. Complexity in Event Handling
                                                                                                                                                                    1. Debugging Difficulties
                                                                                                                                                                  2. Concurrent and Parallel Programming
                                                                                                                                                                    1. Key Ideas
                                                                                                                                                                      1. Threads and Processes
                                                                                                                                                                        1. Synchronization Mechanisms
                                                                                                                                                                          1. Shared Memory
                                                                                                                                                                          2. Languages and Frameworks
                                                                                                                                                                            1. Erlang
                                                                                                                                                                              1. Go
                                                                                                                                                                                1. Java's Concurrency Libraries
                                                                                                                                                                                2. Advantages
                                                                                                                                                                                  1. Improved Performance
                                                                                                                                                                                    1. Resource Efficiency
                                                                                                                                                                                    2. Challenges
                                                                                                                                                                                      1. Race Conditions
                                                                                                                                                                                        1. Deadlocks
                                                                                                                                                                                      2. Logic Programming
                                                                                                                                                                                        1. Basic Principles
                                                                                                                                                                                          1. Uses Formal Logic
                                                                                                                                                                                            1. Rules and Facts
                                                                                                                                                                                              1. Inference Engine
                                                                                                                                                                                              2. Examples
                                                                                                                                                                                                1. Prolog
                                                                                                                                                                                                  1. Datalog
                                                                                                                                                                                                  2. Advantages
                                                                                                                                                                                                    1. Strong in Knowledge Representation
                                                                                                                                                                                                      1. Rule-based Querying
                                                                                                                                                                                                      2. Limitations
                                                                                                                                                                                                        1. Execution Not Intuitive
                                                                                                                                                                                                          1. Limited in Procedural Tasks
                                                                                                                                                                                                        2. Metaprogramming
                                                                                                                                                                                                          1. Concepts
                                                                                                                                                                                                            1. Code as Data
                                                                                                                                                                                                              1. Compile-time Code Generation
                                                                                                                                                                                                                1. Reflection
                                                                                                                                                                                                                2. Use Cases
                                                                                                                                                                                                                  1. Domain-Specific Languages
                                                                                                                                                                                                                    1. Code Optimization
                                                                                                                                                                                                                    2. Pros and Cons
                                                                                                                                                                                                                      1. Increased Flexibility
                                                                                                                                                                                                                        1. Risk of Over-complexity