Evolution of Programming Languages

First Generation

• Machine code = binary code
• What the processor understands
• People don't write machine code, but everything that runs on a computer is first converted to machine code.

Second Generation

• Assembly language
• Primitive instructions that reflect what the processor can do
  • See: x86 instruction listings
  • ADD = add two numbers
  • MOV = move data from one place to another
  • JMP = jump to another line of code
  • ...
• Still used in very simple computers or at low levels, e.g.:
  • Embedded systems (e.g., IoT devices, cars, microwaves, ...)
  • Microcontrollers
  • Some operating systems
• Is compiled to machine code

Third Generation

• Compiled or interpreted code
• "Human readable" code, like Python
• Is compiled or interpreted to machine code

AI Gen: Natural Language Programming

The majority of code is not generated by computers. Programmers describe what they want to do in natural language, and the computer generates the code for them.

The programmer still needs the technical knowledge to accurately describe requirements and understand produced code.

Compiled vs Interpreted Code

All code must be converted to machine code before it can be run. The difference is in when and how this conversion happens.

Compiled Code

A compiler is a program that translates code written in a high-level language to a lower level language ahead of time. Compiled languages cannot be run until the compiler has translated the whole program into machine code.

• Takes the actual text of the program and converts it into instructions that the processor can execute.
• Output is either a file that is directly executable or a library that can be used by other programs.

Advantages

• Faster and more efficient execution (since it knows what to expect ahead of time)
• Can catch errors before the program is run
• Can be optimized for specific hardware
• Can be distributed without the source code

Disadvantages

• More complex development process

Examples

• C, C++, Rust, Go, Swift, Java, C#...

Interpreted Code

An interpreter is a program that reads code and executes it line by line at runtime.

• Picks off a statement, translates it to machine code, and runs it.
• Then does the next statement, and so on.

Advantages

• Fast to develop b/c you don't have an intermediate compilation step.
• Less complexity in the development process.
• Often easier to debug.

Disadvantages

• Slow execution
• Less efficient use of system resources
• Can't catch errors until the program is run; e.g. Python code broken on line 12 won't be caught until... we hit line 12. This leads to buggy releases.

Examples

Python, Ruby, JavaScript, PHP, Perl, ...

Language History and Trends

Timeline

https://javaconceptoftheday.com/history-of-programming-languages/

Popularity Metrics

See: TIOBE Index

When considering a language to learn:

• Check job listings and search online to see what languages are in demand.
• There is a lot of transfer knowledge between "groups" or "classes" of languages
  • C# and Java are very similar
  • Python and JavaScript are fairly similar
  • etc.

Application Domains

In no particular order:

• Web Development: HTML, CSS, JavaScript, PHP, Python, Ruby, Java, C#, SQL
• Mobile Development: Java, Swift, Kotlin, C#, JavaScript
• Desktop Development: C++, C#, Java, Python, Swift, Rust
• Game Development: C++, C#, Java, JavaScript, Rust
• Data Science: Python, R, SQL
• Scripting: Python, Bash, PowerShell

Takeaway for Learning a New Language

Programming languages are easier to learn than ever before.

• AI
• High quality online resources

Learning to code is a valuable skill that helps in any career.