Top 9 Programming Languages for Artificial Intelligence by Mark R Technology Buzz
![best programming languages for ai](data:image/jpeg;base64,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)
Lisp and Prolog are not as widely used as the languages mentioned above, but they’re still worth mentioning. On an illuminating journey through the ever-changing world of technology, where insightful analysis meets a genuine passion for innovation. Our company started in 2016 as a team of Angular Frontend developers… If you have a great idea, and it involves creating something innovative, aiming at solving standard problems using unconventional methods and tools, it’s probably worth bringing it to life gradually. They help to improve patient care and the better utilization of health resources… If you are currently looking for a web agency that you can safely entrust with your task regardless of its complexity and scale, this article is for you.
The nature of one of the world’s best languages to code AI allows apps based on Lisp to make complex computations and dataset manipulations. Programmers use it to make predictive analysis and analytical tools that deal with huge amounts of information. With frameworks like React Native, JavaScript aids in building AI-driven interfaces across the web, Android, and iOS from a single codebase. C++ is Chat PG a powerful, high-performance language that is often used in AI for tasks that require intensive computations and precise control over memory management. However, C++ has a steeper learning curve compared to languages like Python and Java. The Java AI community continues to expand these capabilities, leveraging Java’s abilities for concurrent, scalable systems ideal for enterprise applications.
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Prolog (general core, modules) is a logic programming language from the early ’70s that’s particularly well suited for artificial intelligence applications. Its declarative nature makes it easy to express complex relationships between data. Prolog is also used https://chat.openai.com/ for natural language processing and knowledge representation. Julia integrates well with languages like Python and R to leverage their ecosystems. Some unconventional packages exist for data science, time series analysis, neural networks, and deep learning.
- Developers often use this tool to work on deep learning libraries faster.
- For example, to integrate AI frameworks and libraries into web apps and create connections between AI code and web applications.
- With its focus on statistical rigor and transparency, R is used at leading research institutions and major corporations.
- However, Python has some criticisms—it can be slow, and its loose syntax may teach programmers bad habits.
- The choice of language impacts the efficiency, performance, and ease of development of artificial intelligence systems.
Regarding libraries and frameworks, SWI-Prolog is an optimized open-source implementation preferred by the community. For more advanced probabilistic reasoning, ProbLog allows encoding logic with uncertainty measures. You can use libraries like DeepLogic that blend classic Prolog with differentiable components to integrate deep neural networks with symbolic strengths. If you want to deploy an AI model into a low-latency production environment, C++ is your option.
Lisp has been around since the 60s and has been widely used for scientific research in the fields of natural languages, theorem proofs, and solving artificial intelligence problems. Lisp was originally created as a practical mathematical notation for programs but eventually became a top choice of developers in the field of AI. Fullstack programmers work with this language thanks to its symbolic reasoning and logical programming capabilities. Prolog is often used in making knowledge bases in AI systems thanks to the fact that it represents facts, rules, and relationships in a straightforward way. This high demand for AI development services has programmers thinking about the skills they should have to succeed in this growing field. One of the biggest questions they have is, “What’s the best language for AI projects?
JavaScript is used where seamless end-to-end AI integration on web platforms is needed. The goal is to enable AI applications through familiar web programming. It is popular for full-stack development and AI features integration into website interactions. R is also used for risk modeling techniques, from generalized linear models to survival analysis. It is valued for bioinformatics applications, such as sequencing analysis and statistical genomics.
We’re here to answer this and provide insights into it based on previous development experience at Springs. The most notable drawback of Python is its speed — Python is an interpreted language. But for AI and machine learning applications, rapid development is often more important than raw performance. Prolog is a declarative logic programming language that encodes knowledge directly into facts and rules, mirroring how humans structure information. It automatically deduces additional conclusions by connecting logic declarations.
R’s ecosystem of packages allows the manipulation and visualization of data critical for AI development. The caret package enhances machine learning capabilities with preprocessing and validation options. R programming language is specially developed for data analysis and statistics. This is a good option for AI-based applications that mainly involve statistical modeling and huge data manipulation. As one of the best AI programming languages, R offers a number of packages, from random. Forest to caret that effectively facilitates predictive analytics and machine learning.
The language has features that prevent developers from assigning incomparable values to variables, making the programming process easier. Programmers often use this tested language to develop different AI solutions. C++ is considered the best AI programming language for voice recognition or NLP systems, allowing them to process audio information.
What is Lisp used for in AI?
While pioneering in AI historically, Lisp has lost ground to statistical machine learning and neural networks that have become more popular recently. But it remains uniquely suited to expert systems and decision-making logic dependent on symbolic reasoning rather than data models. Choosing the right AI programming language that aligns with all your AI project requirements & objectives. AI developers often turn to this language when working on processing and complex data structures for AI solutions. Haskell is built on mathematical principles that are used in making deep-learning models and complex algorithms.
Throughout extensive expertise we build excellent web and mobile applications to… In this article, we consider some of the popular programming languages significantly impacting the technology environment this year. This machine learning language is concise and expressive, and is often used in big data solutions.
Its ability to rewrite its own code also makes Lisp adaptable for automated programming applications. C++ excels for use cases needing millisecond latency and scalability – high-frequency trading algorithms, autonomous robotics, and embedded appliances. Production environments running large-scale or latency-sensitive inferencing also benefit from C++’s speed.
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R has a range of statistical machine learning use cases like Naive Bayes and random forest models. In data mining, R generates association rules, clusters data, and reduces dimensions for insights. R excels in time series forecasting using ARIMA and GARCH models or multivariate regression analysis. Looking to build a unique AI application using different programming languages? Simform’s AI/ML services help you build customized AI solutions based on your use case.
AI can serve as chatbots, in mobile and web applications, in analytic tools to identify patterns that can serve to optimize solutions for any given process and the list goes on. Despite the fact that there are many best languages for AI to work with, there are some that programmers, especially ChatGPT developers, shouldn’t use. They are not as versatile, efficient, or easy to use to make such solutions.
With AI, your business can save time and money by automating and optimizing typically routine processes. Once AI is in place, you can be sure that those tasks will be handled faster and with more accuracy and reliability than can be achieved by a human being. Whether our clients needed a text-to-video app or a facemask recognition solution, these tools were pretty much everything we needed.
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This language stays alongside Lisp when we talk about development in the AI field. The features provided by it include efficient pattern matching, tree-based data structuring, and automatic backtracking. All these features provide a surprisingly powerful and flexible programming framework. Prolog is widely used for working on medical projects and also for designing expert AI systems. Lisp (also introduced by John McCarthy in 1958) is a family of programming languages with a long history and a distinctive, parenthesis-based syntax.
![best programming languages for 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)
Its powerful macro system and dynamic typing make it ideal for building intelligent systems. Despite its long history, LISP remains in demand in academic and research fields. Artificial Intelligence (AI) is becoming an integral part of modern technology, and its development requires advanced AI best programming languages for ai coding languages. The choice of language impacts the efficiency, performance, and ease of development of artificial intelligence systems. In this article, we will look at a few programming languages that are considered the best for creating and developing artificial intelligence.
Scala, a language that combines functional programming with object-oriented programming, offers a unique toolset for AI development. Its ability to handle complex data types and support for concurrent programming makes Scala an excellent choice for building robust, scalable AI systems. The language’s interoperability with Java means that it can leverage the vast ecosystem of Java libraries, including those related to AI and machine learning, such as Deeplearning4j. Java, due to its platform independence and stability, is also finding applications in the field of artificial intelligence. Frameworks such as Apache Open NLP and Deeplearning4j provide the means to create complex machine learning models. However, in some cases, Java may be less productive compared to more modern programming languages for AI.
It is easy to learn, has a large community of developers, and has an extensive collection of frameworks, libraries, and codebases. However, Python has some criticisms—it can be slow, and its loose syntax may teach programmers bad habits. When it comes to key dialects and ecosystems, Clojure allows the use of Lisp capabilities on Java virtual machines. By interfacing with TensorFlow, Lisp expands to modern statistical techniques like neural networks while retaining its symbolic strengths. Lisp is a powerful functional programming language notable for rule-based AI applications and logical reasoning. It represents knowledge as code and data in the same symbolic tree structures and can even modify its own code on the fly through metaprogramming.
ONNX defines a standard way of exchanging neural networks for easily transitioning models between tools. In addition, OpenCV provides important computer vision building blocks. For instance, DeepLearning4j supports neural network architectures on the JVM.
Its declarative approach helps intuitively model rich logical constraints while supporting automation through logic programming. Haskell is a natural fit for AI systems built on logic and symbolism, such as proving theorems, constraint programming, probabilistic modeling, and combinatorial search. The language meshes well with the ways data scientists technically define AI algorithms.
Which programming language is best for AI?
1. Python. Python has become the general-purpose programming language for AI development due to its data visualization and analytics capabilities. It has a user-friendly syntax that is easier for data scientists and analysts to learn.
Prolog, on the other hand, is a logic programming language that is ideal for solving complex AI problems. It excels in pattern matching and automatic backtracking, which are essential in AI algorithms. That being said, Python is generally considered to be one of the best AI programming languages, thanks to its ease of use, vast libraries, and active community.
The top programming languages to learn if you want to get into AI – TNW
The top programming languages to learn if you want to get into AI.
Posted: Wed, 24 Apr 2024 07:00:00 GMT [source]
The language’s garbage collection feature ensures automatic memory management, while interpreted execution allows for quick development iteration without the need for recompilation. And as it’s transforming the way we live and is changing the way we interact with the world and each other, it’s also creating new opportunities for businesses and individuals. These are languages that, while they may have their place, don’t really have much to offer the world of AI.
![best programming languages for ai](data:image/jpeg;base64,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)
You can foun additiona information about ai customer service and artificial intelligence and NLP. However, build an AI system or model isn’t easy, it requires a combination of tools, programming languages, and expertise. In this blog, we are going to discuss top AI programming languages and their key features. Lisp and Prolog are two of the oldest programming languages, and they were specifically designed for AI development. Lisp is known for its symbolic processing ability, which is crucial in AI for handling symbolic information effectively. It also supports procedural, functional, and object-oriented programming paradigms, making it highly flexible.
![best programming languages for ai](data:image/jpeg;base64,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)
For most of its history, AI research has been divided into subfields that often fail to communicate with each other. The term “artificial intelligence” was first coined in 1956 by computer scientist John McCarthy, when the field of artificial intelligence research was founded as an academic discipline. In the years since, AI has experienced several waves of optimism, followed by disappointment and the loss of funding (known as an “AI winter”), followed by new approaches, success and renewed funding.
The choice of a programming language for artificial intelligence depends on the specific tasks and preferences of the developer. Python and Java remain the most popular choices due to their simplicity and broad community support. However, each of the mentioned languages has its unique advantages and disadvantages, which opens up room for choice depending on the requirements of the project. LISP (List Processing) is the oldest programming language that has found its application in the field of artificial intelligence.
Even though developing artificial intelligence and machine learning solutions is not the primary use case for R, it is still adept at handling very large numbers. So, where popular Python may fall short, particularly in Data Science and Data Analysis solutions, R may be a better alternative. This is one of the best languages for AI creation used by programmers worldwide. Developers gain access to various frameworks and libraries tailored for these types of solutions.
Lastly, it’s beneficial if the language is easy to learn and use, especially if you’re a beginner. Julia is the best programming language for AI powered scientific solutions and technical projects that require statistical data processing. From personalized recommendation systems to virtual assistants like Alexa & Siri, artificial intelligence is strongly used to create diverse applications.
Will ChatGPT replace programmers?
At this point, ChatGPT won't be disrupting any field of technology, especially not software engineering. Concern about robots displacing programmers is vastly overstated. There will always be tasks that developers with human cognition can do that machines will never be capable of.
What code is AI written in?
Python and Java are both languages that are widely used for AI. The choice between the programming languages depends on how you plan to implement AI.
Can I learn AI without coding?
However, the traditional perception of AI being complex and heavily reliant on coding has deterred many from exploring this exciting field. In recent years, advancements in technology have given rise to no-code and low-code AI solutions, enabling individuals to learn and implement AI without extensive coding knowledge.