Python and Artificial Intelligence
Python is one of the most sought after programming languages of recent time and used by many developers today. Python was created in 1991, by Guido Van Rossum. After creation, this is also the most widely used language along with Java, C++, etc. if you are searching for the best programming language for artificial intelligence, Python leads the race. If you are searching for the best training academy for Artificial intelligence in Delhi, you are at the right place.
Python Features And Advantages
Python is an interpreted language which does not compile into machine language before execution and used directly to run the program by the developer. This makes it detailed enough for the language to be interpreted by an emulator or a virtual machine on top of the native machine language which is what the hardware understands.
Python is a high-level language and used in many complicated scenarios with using variables, objects, arrays, expressions, and other computer science concepts. It is a general-purpose language which can be used across technologies and domains. Python has other features like it has a dynamic tape system and automatic memory management which supports many programming paradigms. This language is available for all the OS and has an open-source which is very popular also.
AI and Python: Why?
Python is a very popular language and it takes very little code to write in fact only 1/5th number in comparison to most of the other used OOP languages. There are some other functions like:
- Python has many prebuilt libraries for many computations, Scipy for advanced computing techniques, and for machine learning Pybrain which makes it the best language for artificial intelligence.
- There are many forums and tutorials out there which makes coding easier for python developers because they provide comprehensive support.
- This language is platform independent which makes it the most flexible language for different platforms.
- It is also a very flexible language in which you can choose between the scripting and OOP approach.
Python libraries for General AI
AIMA- python implementation of algos from Russell and Norvig’s Artificial intelligence: A modern approach
pyDatalog- logic programming engine in Python
SimpleAI- Python implementation of many AI algorithms described in the book ‘artificial intelligence, a modern approach’. It focuses on providing an easy to use, well documented and tested library.
EasyAI- simple python engine for two-players games with AI.
Python for Machine Learning
For machine learning these libraries are used:
PyBrain: this is a simple algo for machine learning tasks which is a modular library providing predefined environments to test and compare algos.
PyML: it is a bilateral framework which is written in Python mainly focuses on SVMs and other kenner methods.
Scikit-learn: it is an efficient tool which uses data analysis and also an open source general purpose machine learning library.
MDP-Toolkit: it is a data processing framework which can easily expanded, has many supervised and unsupervised learning algos. It has many data processing units which combine into data processing sequences for more complex network architecture.
Python over other languages
Python vs C++: python is more popular than c++ and developers use python with AI more than 60% because it is easy to learn and implement. Performance-wise python is a better and a dynamic language which reduces its complexity.
Java for AI: java is compiled language while python is interpreted and the structure used by java is enclosed in braces while python uses indentation for the same queries. Java is a little bit slower than python programming. That is why python is loved by AI developers.
Python plays a very vital role in Artificial programming which provides a great framework for most of the tasks. This is quite evident that Python is quite the best programming language for AI. If you want to make your career in AI, this is the most precious time to learn. Techstack Academy provides best in class Artificial Intelligence courses in Delhi.