What is Python – an ecosystem, a programming language and a development process about them – which is why it is favorable for data science?
Python has been enjoyed a lot in popularity in various areas of development, such as process automation and scripting, general applications and web development. It has been a leading machine learning language. In this post, we will discuss why Python is so important these days.
The Popularity of Python
There are different reasons Python is a well-known and widely used programming language among professionals working on machine learning.
The syntax of Python is very elegant and is much like Math. It is one of the most common reasons for the popularity of this language. According to the experts, its semantics has been popular with many mathematical ideas. Hence, it takes a lot of learning curve to apply those ideas in Python.
This type of language is often known as easy and simple to learn. It is an important part of its appeal for any use, such as machine learning systems. Python has been often described for having ‘performance/complexity trade-off’ and it is often described to be more innovative than other languages due to its easy to access syntax.
According to some users, Python has some specific tools which are very helpful to work with machine learning. There are different libraries and frameworks apart from extensions, including NumPy, where such accessories make it easier for Python to implement. It can be helpful to the professionals for using Python in this way.
Why Python for Machine Learning?
Python is widely described for machine learning as compared to different languages, such as Ruby on Rails, Java, Perl and C. Some users describe Python as “toy language” and other languages as ‘hard coding’. Anyone can access Python and many consider it as a fully functional substitute for working with the cryptic syntax of some languages.
According to some users, it is easy to use. So, it is better collaborative implementation and coding and it is also known to be a general-purpose language. Python is capable to do a lot with ease. It is very helpful with complex tasks of machine learning. All of these reasons are enough to describe Python is the most sought-after skill in the tech world. Great support is another important benefit. Python is often described as a standard and there is vast support community, which further increases the popularity of Python.
Python making programming simple
The first biggest reason is that Python is known to keep things simple. Python has been developed to be simple to read and write since inception. The code is read far easier than it is written, especially in environments where it changes from one team to next. When it comes to applying machine learning from another developer, especially the one which uses several third-party components or has a great deal of logic, you can get it written.