Top 7 Best Programming Languages For Machine Learning!!

Top 7 Best Programming Languages For Machine Learning!!

Top 7 Best Programming Languages For Machine Learning!!


In this article we discuss about 7 best programming language used for Machine Learning.

  1. Python
  2. Java
  3. R
  4. C++
  5. Lisp
  6. Matlab
  7. Prolog
(1) Python :

- Python described as simple and easy to learn.
- It has the simple syntax which makes easier to work in complex systems.
- In Python we can use python and other programming languages for reach our goal.
- In Python we can choose between scripting and OOPs.
- Python has a rich library system.
   it includes pre-written code that allows user to perform different actions.it gives some base level codes. so, programmer don't need to write code every time.
  • Pandas
  • Jupyter 
  • TensorFlow
  • Scikit-learn
  • Keras

(2) Java :

- Java provides many benefits like : Easy to use
                                                        - Simplified work
                                                        - Easy to work
                                                        - Easy debugging
                                                        - Package services
                                                        - Good user interaction etc..



- Libraries of Machine Learning for java,
  • Weka
  • Deeplearning4j
  • MOA
  • MALLET
  • ELKI

(3) R :


- R allows rapid prototyping and working with data sets.


- There is advantage of advanced data analysis packages that cover the pre-modeling,modeling,post-modeling stages.

(4) C++ :


- C++ creates more compact and faster runtime code.
- In C++ major compilers tend to do specific optimisation and platform specific.
- C++ code is low-level language which means it is easy for computer to read and harder for humans.



- But developers prefer python over C++ because it has more libraries and more easier for developing.


(5) Lisp :


- Lisp allows the construction of executable code at Run-time.
- Lisp has macros that works at the syntax tree level.
- The default data structure for Lisp is linked list.


(6) Matlab :

- Machine Learning is basically maths based programming.
- Matlab gives facility to express maths directl.
- Matlab provides the appropriate tools.
- Matlab provides function and capabilities the developer need.



- Matlab complete tasks easily than other custom programming.
- Matlab runs your program faster and also try bigger problems

(7)  Prolog :

- Prolog is declarative programming language.
- The program logic is expressed in terms of relationship, represented as facts and rules.