{"id":79870,"date":"2020-09-18T15:47:27","date_gmt":"2020-09-18T10:17:27","guid":{"rendered":"https:\/\/techvidvan.com\/tutorials\/?p=79870"},"modified":"2020-09-18T15:47:27","modified_gmt":"2020-09-18T10:17:27","slug":"python-for-machine-learning","status":"publish","type":"post","link":"https:\/\/techvidvan.com\/tutorials\/python-for-machine-learning\/","title":{"rendered":"Why Python is the Most Popular Language for Machine Learning?"},"content":{"rendered":"<p><strong>Machine Learning<\/strong> is a new <strong>backbone<\/strong> of the <strong>IT industry<\/strong>. It <strong>empowers<\/strong> a <strong>computer<\/strong> to <strong>achieve any task<\/strong> without programming it openly. This evolving technology practices <strong>computer algorithms<\/strong>.<\/p>\n<p>The purpose of doing this is to <strong>analyze data<\/strong> and <strong>make intelligent decisions<\/strong> based on past understandings.<\/p>\n<p>ML algorithms are <strong>skills<\/strong> with a <strong>bulky set of data<\/strong> that they <strong>acquire<\/strong> from <strong>samples<\/strong>. There are several cases, say <strong>Google Search Engine<\/strong>, <strong>Facebook, LinkedIn <\/strong>implant Machine Learning algorithms in their structure.<\/p>\n<p>Python is a <strong>widely-used<\/strong> programming language for <strong>investigation drives<\/strong>.<\/p>\n<p>Though Python for machine learning is an<strong> open-source programming language<\/strong>, it is also a <strong>cooperative language<\/strong>, which has <strong>crystal clear syntax<\/strong>.<\/p>\n<p><a href=\"https:\/\/techvidvan.com\/tutorials\/wp-content\/uploads\/sites\/2\/2020\/09\/Why-Python-is-the-Most-Popular-Language-used-for-ML.jpg\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-79871\" src=\"https:\/\/techvidvan.com\/tutorials\/wp-content\/uploads\/sites\/2\/2020\/09\/Why-Python-is-the-Most-Popular-Language-used-for-ML.jpg\" alt=\"Why Python is the Most Popular Language used for Machine learning\" width=\"802\" height=\"420\" \/><\/a><\/p>\n<h3>Python for Machine Learning<\/h3>\n<p>Now, let\u2019s understand why <strong>Python<\/strong> is so <strong>popular<\/strong> and <strong>consequently best suited<\/strong> for <strong>Machine Learning<\/strong>:<\/p>\n<h4>1. Python is easy and simple<\/h4>\n<p>The most important feature of Python for <strong>machine learning<\/strong> is that it <strong>does not need<\/strong> any <strong>hardcore programmer<\/strong> to put effort into it.<\/p>\n<p>Many pieces of <strong>research verify<\/strong> that the <strong>semantics<\/strong> of <strong>Python<\/strong> have <strong>correspondence<\/strong> to <strong>numerous mathematical ideas<\/strong>. As a result, it does not take much to learn to apply those <strong>mathematical ideas<\/strong> in this <strong>informal language<\/strong>. It is <strong>humble<\/strong> with an <strong>effortlessly comprehensible syntax<\/strong>.<\/p>\n<p>The <strong>straightforwardness<\/strong> of Python lets the developer focus on actually solving the<strong> ML complications<\/strong>, rather than setting the <strong>bugs<\/strong>.<\/p>\n<h4>2. Python is efficient<\/h4>\n<p>Python for machine learning is <strong>supremely efficient<\/strong>. The code of Python is <strong>comfortably sensible<\/strong> by <strong>individuals<\/strong>. It performs the bulky task using <strong>fewer line of code<\/strong>, doing this one can <strong>save<\/strong> the <strong>memory space<\/strong>.<\/p>\n<h4>3. Python has diverse libraries and framework<\/h4>\n<p>Python for machine learning is an abundant <strong>source of libraries<\/strong> and <strong>frameworks<\/strong>. It comes with plenty of <strong>integral libraries<\/strong>. It comprises of some <strong>special tools<\/strong> that are <strong>extremely useful<\/strong> while working with the <strong>Machine learning system<\/strong>.<\/p>\n<p>These libraries are <strong>Keras<\/strong> (which particularly <strong>throw light<\/strong> on <strong>experimentation<\/strong> with <strong>deep neural networks<\/strong>), <strong>TensorFlow<\/strong> (which is <strong>applicable<\/strong> for many <strong>Machine Learning applications<\/strong>), etc. as the <strong>list<\/strong> keeps going and <strong>never ends<\/strong>.<\/p>\n<h4>4. Python is versatile<\/h4>\n<p>Though Python has crossed more than two decades, it is still flattering <strong>extra versatile<\/strong> over time. Considering today\u2019s situation, one can implement Python on almost all <strong>software<\/strong>, <strong>actions<\/strong>, <strong>infrastructure<\/strong>, etc.<\/p>\n<p>Incredible <strong>data handling tool is<\/strong> also served by <strong>Python<\/strong>, making Python can deal with a <strong>huge amount of data<\/strong>.<\/p>\n<h4>5. Python has a vast community<\/h4>\n<p>Since Python\u2019s release, the <strong>community<\/strong> is largely <strong>supporting<\/strong> Python learners. They help learners <strong>improve<\/strong> their Machine Learning knowledge and <strong>never fell abandoned<\/strong> to <strong>cope-up<\/strong> with <strong>sudden changes<\/strong>.<\/p>\n<h4>6. Python is portable and extensible<\/h4>\n<p>Python programs can work on any other platforms without making any <strong>significant changes<\/strong>.<\/p>\n<p>Many developers prefer <strong>Graphics Processing Units (GPU)<\/strong> to train their <strong>ML models<\/strong> on their machines, hence giving this feature height in the sky.<\/p>\n<p>Python can be extended to <strong>supplementary languages<\/strong>, i.e., one can <strong>write Python code<\/strong> in any <strong>other languages<\/strong> as well.<\/p>\n<p>Consider for Ex, you require a piece of <strong>code<\/strong> to <strong>run very fast<\/strong>, so you can code that piece of your program on <strong>C<\/strong>, <strong>C++<\/strong> and further use them for your Python program.<\/p>\n<h4>7. Python is flexible<\/h4>\n<p>Python Developers have the right to choose between <strong>OOPs<\/strong> and <strong>scripting<\/strong>. Developers can choose the <strong>programming style<\/strong> they are used to, else they can <strong>combine<\/strong> these styles to <strong>crack different snags<\/strong> in a <strong>well-organized manner<\/strong>.<\/p>\n<p>Hence making Python a great choice for <strong>Machine Learning<\/strong>.<\/p>\n<h4>8. Documentation<\/h4>\n<p>Lastly, Python has an attractive feature of <strong>documentation<\/strong> and <strong>lessons<\/strong>. The community of Python provides <strong>support<\/strong> and <strong>help<\/strong> through <strong>tutorials<\/strong> and <strong>discussion forums<\/strong>, leading an <strong>easy<\/strong> and <strong>efficient<\/strong> <strong>way<\/strong> to <strong>code<\/strong>.<\/p>\n<h3>Conclusion<\/h3>\n<p>Finally, we saw the <strong>importance<\/strong> of <strong>Python<\/strong> for <strong>Machine Learning<\/strong>.<\/p>\n<p>Machine Learning is a <strong>fast-growing technology<\/strong> that is serving scientists to <strong>resolve real-life dilemmas<\/strong> and coming up with <strong>ingenious resolutions<\/strong>. And many features are proposed by Python that is <strong>cooperative<\/strong> for Machine Learning in particular.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Machine Learning is a new backbone of the IT industry. It empowers a computer to achieve any task without programming it openly. This evolving technology practices computer algorithms. The purpose of doing this is&#46;&#46;&#46;<\/p>\n","protected":false},"author":1,"featured_media":79871,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1053],"tags":[3258,2242,3259],"class_list":["post-79870","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","tag-importance-of-python-for-machine-learning","tag-python","tag-python-for-machine-learning"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Why Python is the Most Popular Language for Machine Learning? - TechVidvan<\/title>\n<meta name=\"description\" content=\"Learn the importance of Python for Machine Learning. 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