Comparison of the advantages and disadvantages of the five best programming languages

Source: Internet
Author: User
Keywords programming language python algorithm java programmer c++ object-oriented artificial intelligence lisp solution programming neural network

Just like most software applications, developers are writing artificial intelligence projects in multiple languages, but there isn't a perfect programming language that can be fully equipped with artificial intelligence projects. The choice of programming language often depends on the desired functionality of the artificial intelligence application. The debate about the best artificial intelligence programming language has never stopped, so today the Tesra Supercomputing Network compares the most commonly used programming languages ??for five artificial intelligence projects and lists their strengths and weaknesses. Let’s take a look!


Because of its grammar, simplicity, and versatility, Python has become the developer's favorite artificial intelligence development programming language. One of Python's most exciting places is portability, which can be used on platforms such as Linux, Windows, Mac OS and UNIX. Allows users to create interactive, interpreted, modular, dynamic, portable, and advanced code.

In addition, Python is a multi-paradigm programming language that supports object-oriented, procedural, and functional programming styles. Due to its simple library and ideal structure, Python supports the development of neural networks and NLP solutions.


Python has a wide variety of libraries and tools.

Algorithm testing is supported without having to implement them.

Python's object-oriented design increases programmer productivity.

Compared to Java and C++, Python is faster to develop.


Programmers accustomed to writing artificial intelligence programs using Python have difficulty adapting to the syntax of other languages.

Unlike C++ and Java, Python needs to work with the help of an interpreter, which slows compilation and execution speed in AI development.

Not suitable for mobile computing.

C ++


C++ is the fastest computer language. If your artificial intelligence project is particularly sensitive to time, C++ is a good choice. It provides faster execution time and faster response time (which is why it is often used in search engines). And the game). In addition, C++ allows for the widespread use of algorithms and is effective in using statistical artificial intelligence techniques. Another important factor is that C++ supports reusing code in development.

C++ is suitable for machine learning and neural networks.


Poor multitasking; C++ is only for the core or foundation of a particular system or algorithm.

It follows a bottom-up approach and is therefore very complicated.


Java is also a multi-paradigm language that follows the principles of object-oriented principles and Write Once Read/Run Anywhere (WORA). It is an AI programming language that runs on any platform that supports it without recompiling.

In the development of various projects, Java is one of the commonly used languages, it is not only suitable for NLP and search algorithms, but also for neural networks.



Lisp is a computer programming language and the second old programming language after Fortran. Over time, LISP has evolved into a powerful, dynamic coding language.

Some people think that Lisp is the best artificial intelligence programming language because it provides developers with freedom. The use of Lisp in artificial intelligence allows for rapid prototyping and experimentation due to its flexibility, which in turn promotes the development of Lisp in AI development. For example, Lisp has a unique macro system that helps develop and implement different Level of intelligence.

Unlike most artificial intelligence programming languages, Lisp is more efficient at solving specific problems because it fits the needs of developers writing solutions and is ideal for inductive logic projects and machine learning.


Few developers are familiar with Lisp programming.

As an older programming language, Lisp needs to be configured with new software and hardware to suit its use.


Prolog is also one of the old programming languages. Like Lisp, it is also a common language for artificial intelligence project development. It has a flexible framework mechanism, which is a rule-based and declarative language, including the decision of its artificial intelligence coding language. Facts and rules.

Prolog supports basic mechanisms such as pattern matching, tree-based data structures, and automatic backtracking for artificial intelligence programming. In addition to being widely used in artificial intelligence projects, Prolog is also used to create medical systems.

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