{"id":252545,"date":"2023-09-01T06:26:56","date_gmt":"2023-09-01T06:26:56","guid":{"rendered":"https:\/\/imarticus.org\/?p=252545"},"modified":"2026-05-15T14:56:11","modified_gmt":"2026-05-15T09:26:11","slug":"machine-learning-tools-every-data-scientist-must-know","status":"publish","type":"post","link":"https:\/\/imarticus.org\/blog\/machine-learning-tools-every-data-scientist-must-know\/","title":{"rendered":"Machine Learning Tools Every Data Scientist Must Know"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Machine learning is one of the fastest-growing technologies that has made lives easier with its ability to imitate human learning. It is a part of artificial intelligence that helps analyse data, build models and make forecasts. Machine learning\u2019s popularity has spread across industries making it an integral part of most. With its ever-growing demand, professionals and students alike, seek a <\/span><span style=\"font-weight: 400;\">data science and machine learning course<\/span><span style=\"font-weight: 400;\"> to build and secure a successful career in the field.\u00a0<\/span><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignright wp-image-243044 size-medium\" src=\"https:\/\/imarticus.org\/blog\/wp-content\/uploads\/2020\/09\/shutterstock_484952293-300x200.jpg\" alt=\"Data Science Course\" width=\"300\" height=\"200\" srcset=\"https:\/\/imarticus.org\/blog\/wp-content\/uploads\/2020\/09\/shutterstock_484952293-300x200.jpg 300w, https:\/\/imarticus.org\/blog\/wp-content\/uploads\/2020\/09\/shutterstock_484952293-768x512.jpg 768w, https:\/\/imarticus.org\/blog\/wp-content\/uploads\/2020\/09\/shutterstock_484952293-900x600.jpg 900w, https:\/\/imarticus.org\/blog\/wp-content\/uploads\/2020\/09\/shutterstock_484952293.jpg 1000w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">Machine learning models are extremely useful in today&#8217;s technologically driven world. Knowledge of machine learning tools will help professionals arrange data, improve and discover new data models and create algorithms. A <\/span><span style=\"font-weight: 400;\">data science and machine learning course<\/span><span style=\"font-weight: 400;\"> also allows professionals to <\/span><a href=\"https:\/\/imarticus.org\/blog\/a-step-by-step-guide-to-data-mining\/\"><span style=\"font-weight: 400;\">learn data mining<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Read on to learn about the popular machine learning tools a data scientist must know about.<\/span><\/p>\n<h2><strong>Machine learning tools<\/strong><\/h2>\n<p><span style=\"font-weight: 400;\">The following are the most popular and useful ML tools:<\/span><\/p>\n<h3><strong>TensorFlow<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">It is one of the most extensively used open-source machine learning tools for developing deep learning models. Its popularity is because of a dynamic library, tools and resources that help deal with large amounts of data. It allows data scientists to create machine learning applications and build effective data models.<\/span><\/p>\n<p><strong>TensorFlow has the following features:<\/strong><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Efficiently create and train data models<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">TensorFlow.js allows users to effectively run existing models<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Possesses the advantage of distributed computing<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">It can create neural networks<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Equipped with the facility of immediate iteration and constant debugging<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Training and deployment of the model in the cloud is easier<\/span><\/li>\n<\/ul>\n<h3><strong>Pytorch<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">Fighters is an open-source machine learning tool with its foundation in the Torch library. This tool benefits <\/span><span style=\"font-weight: 400;\">machine learning with Python<\/span><span style=\"font-weight: 400;\"> and C++. It allows users to have a better and more interactive interface that can be used to develop various applications.<\/span><\/p>\n<p><strong>The following are the main characteristics of Pytorch:<\/strong><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">The Autograde module is used to build neural networks<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">It offers great flexibility and speed, which are important for researchers and data scientists<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">It is well integrated with cloud platforms<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">It has a dynamic computational graph which is unique in this library<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">It has a hybrid front end and permits the random change of network behaviour without any lag<\/span><\/li>\n<\/ul>\n<h3><strong>Google Cloud ML Engine<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">Google Cloud ML Engine provides training datasets making it easier to deal with huge amounts of data. This machine learning tool is the best choice where a company wants faster results and building models while dealing with data. The services of this tool permit the creation of ML models with any size and type of data.<\/span><\/p>\n<p><strong>Google Cloud ML engine has the following features:<\/strong><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Provides training to build ML models, deep learning models, etc.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Training and prediction can be used simultaneously or in a combined way<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">It is highly suitable for locating clouds in a satellite image<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">The library is equipped in dealing with complex models<\/span><\/li>\n<\/ul>\n<h3><strong>Amazon Machine Learning (AML)<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">AML is exclusively developed by Amazon and provides a ton of machine learning tools. It is a cloud-based application that can build effective machine learning applications and make forecasts. It is dynamic and can integrate data from various sources\u00a0<\/span><\/p>\n<p><strong>The major characteristics of AML are enumerated as follows:<\/strong><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">It provides wizards and multiple visualisation tools<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">It helps to identify data patterns and build mathematical data models<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">It supports regression, binary and multi-class classification<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">It allows users to make predictions for data models in bulk using different APIs<\/span><\/li>\n<\/ul>\n<h3><strong>NET<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">Accord.net is an open-source machine learning tool that is specially used for scientific computing. This tool is highly used because it has image-processing features and audio libraries otherwise absent in many other tools. Another exclusive feature that this tool has is its ability to deal with statistical and mathematical learning.<\/span><\/p>\n<p><strong>Accord.net\u2019s features are:<\/strong><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">It is equipped with more than 38 kernel functions<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">It consists of a lot of statistical distribution, classified as a parametric and non-parametric approximation<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">It is highly useful for signal processing, computer audition and vision<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">It includes numerous hypothesis tests for analysing better results<\/span><\/li>\n<\/ul>\n<h3><strong>Shogun<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">Shogun is one of the oldest open-source machine learning libraries. This tool is written in C++ and supports a variety of interfaces. The objective of Shogun is to provide solutions for regression and classification problems.<\/span><\/p>\n<p><strong>The main features of Shogun are listed below:<\/strong><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">It permits the use of precalculated kernels<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">It is equipped with the ability of multiple kernel functionality<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">It makes it very easy to process large data sets<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">It allows users to develop algorithms in a variety of programming languages<\/span><\/li>\n<\/ul>\n<p><strong>Conclusion<\/strong><\/p>\n<p><span style=\"font-weight: 400;\">Machine learning is an inseparable part of the corporate world, and a knowledge of machine learning tools is one of the required qualities for becoming a successful data scientist. The <\/span><span style=\"font-weight: 400;\">IIT data science course<\/span><span style=\"font-weight: 400;\"> is an advanced module that will teach you everything you need to know about the best machine learning tools in the market.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">If you are a tech enthusiast and want to become a data scientist, then register for the <\/span><a href=\"https:\/\/imarticus.org\/postgraduate-program-in-data-science-analytics\/\"><span style=\"font-weight: 400;\">Certificate Program in Data Science and Machine Learning by IIT Roorkee<\/span><\/a><span style=\"font-weight: 400;\"> and Imarticus. This course is your one-stop destination for getting all the insights on machine learning tools.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Machine learning is one of the fastest-growing technologies that has made lives easier with its ability to imitate human learning. It is a part of artificial intelligence that helps analyse data, build models and make forecasts. Machine learning\u2019s popularity has spread across industries making it an integral part of most. With its ever-growing demand, professionals [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":241552,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"om_disable_all_campaigns":false,"_lmt_disableupdate":"","_lmt_disable":"","_monsterinsights_skip_tracking":false,"footnotes":""},"categories":[23],"tags":[866],"class_list":["post-252545","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-analytics","tag-data-science-career"],"acf":{"youtube-url-id":"","publised_date":"","ls_key":"PGA Pro"},"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.1.1 - aioseo.com -->\n\t<meta name=\"description\" content=\"Machine learning is one of the fastest-growing technologies that has made lives easier with its ability to imitate human learning. It is a part of artificial intelligence that helps analyse data, build models and make forecasts. 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