Top 5 best programming language for AI . or machine learning AI becomes an integral part of our life. In our current life, we use internet online applications, Industrial automation where every work doing manually is impossible.
What is AI(Artificial Intelligence)?
Artificial intelligence is a very beautiful wide-ranging branch of computer science. we can build complicated mechanisms or machine which work on there one intelligence such as human intelligence.
It means AI is a technique of getting machines to work and behave like humans. So many sectors are now using these techniques such as Healthcare, Robotics, Business Analytics, Marketing by using automation robots or software.
Example of Artificial Intelligence.
For example have you ever wondered how Google is able to give you so many accurate search results or ads which is based on your interest? Or how your Facebook feed gives you content based on your interest? The answer to these questions is (AI) Artificial Intelligence.
let me clear a very common misconception where people tend to think that Artificial intelligence, deep learning, and machine learning are the same. since they have the same application.
For example, SIRI is an application of AI, Machine learning, and deep learning so how are these techniques are related?
- (AI) Artificial Intelligence is the science of getting machines to mimic the behavior of humans and work like humans.
- Machine Learning is a subset of artificial intelligence or these machines make decisions by feeding them data.
- Deep Learning uses neural networks to solve complex problems. Or it is a subset of Machine Learning.
AI also used in Object Detection, Natural language Processing, Expert system, or robotics. That’s why we need AI it helps us in so many things. Artificial Intelligence is a branch of engineering. the main purpose of that ia to create computers that think intelligently.
In Computer science, AI is intelligence demonstrated by machines or sometimes called machine intelligence. Unlikely the natural intelligence displayed by humans or animals.
Back in the 1950s, the fathers of the sector Minsky and McCarthy described AI as any task performed by a program or a machine that, if a person’s administered an equivalent activity, we can say the human had to use intelligence to accomplish the task.
Top 5 best programming languages for AI
Python is Developed in 1991. Python has A poll that suggests over 58% of developers are more likely to pick Python over C++ as their programming language of choice for developing AI solutions. Being easy-to-learn, And Python offers an easier entry into the world of AI programming and data scientists alike.
With Python, you get excellent community support and an extensive set of libraries. But also enjoy the flexibility of the programming language.
It is one of the best programming languages That’s why it’s in the first place. The syntaxes of python are very simple. and easy to understand due to this many AI algorithms are often easily implemented in it. Python takes a brief programming time as compared to other languages like Java, C++, or Ruby.
2) R Programming
Another language R Programming is one of the most effective languages. For analyzing the data for statistical purposes. R for many years is a synonym for data science.
It is a dynamically typed language. If you have already programmed in another language, you can quickly understand how R works.
R The first version of language R is introduced in 1995. For now, it is maintained by the R Development core team. R is implemented using the ‘S’ programming language.
Many large companies use R for data analysis, big-data modeling, and visualization. Some of them are Google, Uber, the New York Times. R has wide usage in banking, especially in fields for predicting different risks. In this domain, I would mention Bank of America and ANZ Bank.
Write once, run anywhere…….
Java is a compiled and strongly typed language. it is also one of the best programming languages in the world. its use of so many devices from the last 20 years proves that In programming, it’s a standard, and it’s not falling for its popularity for years.
Java is been used in AI development for user-friendliness, flexible nature of it, or platform-independent nature.
TensorFlow’s list of supported programming languages also includes Java with an API. The support isn’t as feature-rich as other fully supported languages, but it’s there and is being improved at a rapid pace.
Apache’s OpenNLP is a machine learning tool for natural language processing.
● Java Machine Learning Library
Java-ML provides developers with several machine learning algorithms.
Where is used?
Java is like a general-purpose language and has a wide range of usage from game development to standard, web and mobile applications, or so many other platforms.
This programming language is very good for projects which are used for ML.
yes as we know this programming language is quite difficult to understand or for development that’s the way. that’s why even senior developers also feel it’s difficult to understand.
best programming language for ai
Short for Logic Programming, Prolog first showed up in 1972. It makes for an exciting tool for developing Artificial Intelligence, specifically Natural Language Processing.
Prolog works best for creating chatbots, ELIZA was the first-ever chatbot created with Prolog to have ever existed. 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.
To understand Prolog, you must familiarize yourself with some of the fundamental terms of Prolog’s that guide it’s working, they are explained in brief below:
1) Facts define the true statements
2) Goals define where the submitted statements stand according to the knowledge-base.
3) Queries define the how of making your statement true and the final analysis of facts and rules.
4) The Statistical approach includes neural nets, data mining, machine learning and several others.
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Lisp is one of the oldest and the most suited languages for the development of AI. It was invented by John McCarthy, the father of Artificial Intelligence in 1958. It has the capability of processing symbolic information effectively.
It’s also known for its excellent prototyping capabilities and easy dynamic creation of new objects. With automatic garbage collection. Its development cycle allows interactive evaluation of expressions and recompilation of functions or files while the program is still running.
Over the years, due to advancement, many of these features have migrated into many other languages thereby affecting the uniqueness of Lisp