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Best programming languages for AI development

Vrinda Mathur
Dec 30, 2024

Thinking about AI development? It's a great professional move. AI-related jobs are expanding at a rapid pace, and many technical jobs now require AI competence.

First step? Learn one of today's most popular programming languages. But what is the greatest programming language for AI? There are numerous prominent AI programming languages, including Python, Java, Julia, Haskell, and Lisp. A good AI programming language should be simple to learn, understand, and use.

What is a Programming Language?

Programming languages are the tools we use to write instructions that computers can follow. Computers "think" in binary, which consists of strings of one and zeros. Programming languages enable us to convert 1s and 0s into something humans can read and write. A programming language is a collection of symbols that act as a bridge, allowing humans to transform their thoughts into instructions that computers can understand.

Programming languages are classified into two categories: low-level and high-level.Low-level programming languages resemble machine code, also known as binary. As a result, they are more difficult for humans to read (although still easier to understand than 1s and 0s). The advantage of low-level languages is that they are fast and provide exact control over how the machine operates.

High-level programming languages are more similar to the way humans communicate. High-level languages utilise vocabulary (such as object, order, run, class, request, and so on) that are more similar to those we use in everyday life. This implies they're easier to program in than low-level programming languages, but they take longer to translate into machine code for the computer.

What is the good news? As computers have grown in power, the runtime difference between low-level and high-level programming languages has frequently been reduced to milliseconds. As a result, high-level languages are sufficient in the majority of scenarios.

Also Read | List of Best Programming Languages for Game Development

How does Programming work?

The term "language" was not chosen at random: programming languages, like human languages, have inherent laws that keep everything running smoothly.

A computer language, like a human language, will have syntax, which is a collection of rules governing word order and usage. For example, in English, you may say, "Gary gave Fred a book." In this sentence, you know exactly who provided what and to whom; rearranging the words yields a different sentence: "Fred gave Gary a book." That makes sense, but if you say "a book to Gary Fred donated," we've got a problem.

Programming languages are no exception: the right bits must be placed in the correct locations for a sentence (also known as a "line") to make sense. It's only that programming languages have different ways of expressing themselves.

A higher-level programming language has human-readable terms, statements, and grammar rules that are considerably easier to learn, debug, and work with.

Programming languages help to bridge the gap between how our human brains understand the world and how computer brains (CPUs) understand it. Ultimately, the code we create must be converted into binary instructions (machine code) that the CPU can interpret.

Depending on the language you choose, your code is either compiled or interpreted into machine code that your CPU can execute. Most computer languages contain a program called a compiler or interpreter that handles this translation process.

To offer a few instances, JavaScript and Python are interpreted languages, whereas Java is compiled. Whether a language is compiled or interpreted (or a combination of the two) has consequences for developer convenience, error handling, performance, and other factors, but we won't get into them here.

5 Most used Programming Languages

However, not all positions in this industry demand the same skill sets and knowledge. You may improve your resume and set yourself apart from other candidates by studying the correct programming languages and enhancing your understanding of the ones you already know.

The following list highlights some of the most popular programming languages among software engineers globally.

JavaScript

According to Statista, JavaScript is the most popular programming language to learn. JavaScript (JS) is a scripting language designed to enhance the interactivity of websites and mobile applications. It is also widely used in game development. JavaScript is well-known for its ability to make websites come alive by adding elements such as animations, dropdown menus, and color-changing buttons.

HTML/CSS

The Statista poll revealed that 55% of software developers used HTML/CSS. HTML and CSS, like JavaScript, are commonly used in front-end programming. HTML stands for Hypertext Markup Language. It is the standard programming language for documents intended for display in web browsers. CSS (Cascading Style Sheets) is a rule-based language. It specifies how specific elements should be displayed in a markup-enabled document (such as HTML).

Python

Python is the most popular AI programming language; it's one of the trendiest languages out there, and it's also simple to learn.

Python is an interpretable, high-level, general-purpose programming language with dynamic semantics. Its high-level, built-in data structures, along with dynamic typing and binding, make it ideal for rapid application development (RAD) and as a scripting or glue language for connecting existing components.

R is a programming language and free software environment for statistical computing and graphics, developed by the R Foundation for Statistical Computing.

The R programming language is widely used among statisticians, not only in official statistics (see uRos2020 and uRos2022), but also in data mining, statistical software development, and data analysis. According to polls, data mining surveys, and scientific literature database investigations, R has approximately two million active users worldwide.

Scala

Scala is a user-friendly and reliable language with a strong community, but it can still be difficult to learn. It is utilized for advanced development, including data processing and distributed computing.

Scala was created to overcome some of the issues that users found when using Java. It features a large number of libraries and frameworks, including BigDL, Breeze, Smile, and Apache Spark, some of which are also compatible with Java.There are numerous features available for AI development, including the ability to design machine learning algorithms and handle large amounts of data.

Also Read | 8 Top Programming languages for Business Applications

Summary

Programming is an extremely powerful talent. You may make your vision a reality by learning to code. Programming has many distinct applications in a variety of industries. Programming applications are available in almost every field. Programming languages can be classed according to several characteristics, and they all share fundamental ideas like variables, conditionals, loops, and functions.

AI is here; it has already happened. And, as it transforms the way we live and connect with the world and one another, it opens up new opportunities for businesses and individuals. As with anything in IT, there is no silver bullet or one-size-fits-all solution. When selecting a programming language for AI, you'll need to test the waters, potentially switching languages based on considerations such as the task at hand, the platform you and your team are utilizing, and your own preferences and expertise.

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Best programming languages for AI development

What is a Programming Language?

How does Programming work?

5 Most used Programming Languages

JavaScript

HTML/CSS

Python

R

Scala

Summary

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