[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-116884-en":3,"doc-seo-116884-105":29,"detail-sidebar-cat-0-en-105":90},{"code":4,"msg":5,"data":6},0,"success",{"doc_id":7,"user_id":8,"nickname":9,"user_avatar":10,"doc_module":4,"category_id":11,"category_name":12,"doc_title":13,"doc_description":14,"doc_content":15,"file_id":16,"file_url":17,"file_type":18,"file_size":19,"view_count":4,"is_deleted":4,"is_public":20,"is_downloadable":20,"audit_status":20,"page_count":11,"language":21,"language_code":22,"site_id":23,"html_lang":22,"table_of_contents":24,"faqs":25,"seo_title":26,"seo_description":14,"update_tm":27,"read_time":28},116884,687197100911,"Himbo","https://ap-avatar.wpscdn.com/avatar/a000239b6f1da00475?x-image-process=image/resize,m_fixed,w_180,h_180&k=1785132997149421697",8,"Research & Report","Machine learning with big data to solve real-world problems","Machine learning algorithms leverage big data to learn patterns, predict future trends, and improve business decision-making across industries. By extracting structure from raw observations, learning systems can automatically adjust actions as new data arrives, reducing the need for explicit human programming. Effective adoption requires rethinking workflow, architecture, data collection and storage, analytics, and related modules, with clear communication of the required system changes. The article reviews core dimensions, components, applications, and key challenges of using machine learning in real-world settings.","Journal of Data Analytics, Vol 2, No 1,(2023), 9-16  \nMachine learning with big data to solve real-world problems  \nMaryam Rahmaty1  \n1 Department of Management, Chalous Branch, Islamic Azad University, Chalous, Iran;  \n\n| A R T I C L E I N F O | A B S T R A C T |\n| --- | --- |\n| Received: 21 January 2023\u003Cbr>Reviewed: 24 March 2023 | Machine learning algorithms use big data to learn future trends and predict them for businesses. Machine learning can be very efficient for deciphering data in |\n| Revised: 6 April 2023 | industries where understanding consumer patterns can lead to big improvements. The use of machine learning can be a giant leap for businesses and cannot simply |\n| Accepted: 22 April 2023 | be integrated as the top layer. This requires redefining workflow, architecture, data collection and storage, analytics, and other modules. The magnitude of the system overhaul should be assessed and clearly communicated to the appropriate stakeholders. The main focus of machine learning is to develop computer programs that can access data and use it to learn. The learning process starts with observations or data, to find a pattern in the data and make better decisions. The main goal of data analysis using machine learning is that it allows the computer to learn automatically without human intervention and help and can adjust its actions accordingly. Considering the many applications that data analysis has found in the real world, therefore, in this article, a review of the basic applications of machine learning as one of the tools of artificial intelligence has been done with an emphasis on big data analysis. The purpose of this article is to understand the dimensions, components and applications, and challenges of using machine learning in the real world. |\n| Keywords:\u003Cbr>machine learning, deep learning, big data, big data analysis, artificial intelligence |  |\n\n1. Introduction  \nMachine learning is a science that forces computers to learn and behave like humans. As these systems interact with data, networks, and people, they automatically become smarter so that they can eventually solve or predict a practical issue in the world for us. Machine learning is a type of artificial intelligence that uses an algorithm to extract patterns from raw data (Nahr et al., 2021) . The main focus of machine learning is to enable computer systems to learn from experience without human intervention or being explicitly programmed. There are many different algorithms for machine learning, and hundreds of new algorithms are produced every day, and they are usually classified by learning style (such as supervised learning, unsupervised learning, and semi-supervised learning) or according to their similarity (Nozariet al., 2021) . They are grouped in form and function (such as classification, regression, decision tree,  \n[1](1 Corresponding Author: Rahmaty.Maryam61@iauc.ac.ir)[ Corresponding Author: Rahmaty.Maryam61@iauc.ac.ir](1 Corresponding Author: Rahmaty.Maryam61@iauc.ac.ir)  \ngrouping, deep learning, etc.) . Regardless of learning style or performance, all machine learning algorithms are:  \n􀁸 Representation: A set of classifiers or a language that the computer understands.  \n􀁸 Evaluation: Also known as objective performance/scoring.  \n􀁸 Optimization: search method; Often the classifier with the highest score.  \nThe fundamental goal of machine learning algorithms is to generalize learnings beyond the trained examples, that is, to successfully interpret the data.  \nIn machine learning, instead of programming everything, data is fed to a generic algorithm, and it is this algorithm that builds its own logic based on the data it is fed. Machine learning has various methods, including supervised learning, unsupervised learning, and reinforcement learning. Algorithms used in machine learning are among these three categories. Therefore, machine learning emerged as a new capability for computers. Today, this science is used in various areas of techn","cbCaig8JwmiKHb9u","https://ap.wps.com/l/cbCaig8JwmiKHb9u","pdf",1096412,1,"English","en",105,"# Introduction\n## Machine learning fundamentals and classification\n## Learning objectives and algorithm workflow\n## Business and industrial applications","[{\"question\":\"What is the main purpose of machine learning in real-world problem solving?\",\"answer\":\"Machine learning uses algorithms to access data, find patterns, and enable computers to learn automatically to make better decisions with minimal human intervention.\"},{\"question\":\"How does big data influence machine learning outcomes?\",\"answer\":\"Big data provides large volumes of complex inputs, allowing learning systems to analyze more information, generate models at scale, and improve prediction accuracy over time.\"},{\"question\":\"Why is adopting machine learning often more than simply adding a software layer?\",\"answer\":\"Successful implementation typically requires redefining workflow, system architecture, data collection and storage, analytics, and other modules, along with assessing the magnitude of the required overhaul.\"}]","Machine learning with big data to solve real-world problems | PDF",1785672221,20,{"code":4,"msg":30,"data":31},"ok",{"site_id":23,"language":22,"slug":32,"title":13,"keywords":33,"description":14,"schema_data":34,"social_meta":85,"head_meta":87,"extra_data":89,"updated_unix":27},"machine-learning-with-big-data-to-solve-real-world-problems","",{"@graph":35,"@context":84},[36,53,67],{"@type":37,"itemListElement":38},"BreadcrumbList",[39,43,47,50],{"item":40,"name":41,"@type":42,"position":20},"https://docshare.wps.com","Home","ListItem",{"item":44,"name":45,"@type":42,"position":46},"https://docshare.wps.com/document/","Document",2,{"item":48,"name":12,"@type":42,"position":49},"https://docshare.wps.com/document/research-report/",3,{"item":51,"name":13,"@type":42,"position":52},"https://docshare.wps.com/document/machine-learning-with-big-data-to-solve-real-world-problems/116884/",4,{"url":51,"name":13,"@type":54,"author":55,"headline":13,"publisher":57,"fileFormat":60,"inLanguage":22,"description":14,"dateModified":61,"datePublished":61,"encodingFormat":60,"isAccessibleForFree":62,"interactionStatistic":63},"DigitalDocument",{"name":9,"@type":56},"Person",{"url":40,"name":58,"@type":59},"DocShare","Organization","application/pdf","2026-08-02",true,{"@type":64,"interactionType":65,"userInteractionCount":4},"InteractionCounter",{"@type":66},"ViewAction",{"@type":68,"mainEntity":69},"FAQPage",[70,76,80],{"name":71,"@type":72,"acceptedAnswer":73},"What is the main purpose of machine learning in real-world problem solving?","Question",{"text":74,"@type":75},"Machine learning uses algorithms to access data, find patterns, and enable computers to learn automatically to make better decisions with minimal human intervention.","Answer",{"name":77,"@type":72,"acceptedAnswer":78},"How does big data influence machine learning outcomes?",{"text":79,"@type":75},"Big data provides large volumes of complex inputs, allowing learning systems to analyze more information, generate models at scale, and improve prediction accuracy over time.",{"name":81,"@type":72,"acceptedAnswer":82},"Why is adopting machine learning often more than simply adding a software layer?",{"text":83,"@type":75},"Successful implementation typically requires redefining workflow, system architecture, data collection and storage, analytics, and other modules, along with assessing the magnitude of the required overhaul.","https://schema.org",{"og:url":51,"og:type":86,"og:title":13,"og:site_name":58,"og:description":14},"article",{"robots":88,"canonical":51},"index,follow",{"doc_id":7,"site_id":23},{"code":4,"msg":5,"data":91},[92,96,100,104,109,114,119,122,126,129,133],{"id":20,"doc_module":4,"doc_module_name":45,"category_name":93,"show_sort_weight":94,"slug":95},"Story & Novel",90,"story-novel",{"id":46,"doc_module":4,"doc_module_name":45,"category_name":97,"show_sort_weight":98,"slug":99},"Literature",80,"literature",{"id":52,"doc_module":4,"doc_module_name":45,"category_name":101,"show_sort_weight":102,"slug":103},"Exam",70,"exam",{"id":105,"doc_module":4,"doc_module_name":45,"category_name":106,"show_sort_weight":107,"slug":108},5,"Comic",60,"comic",{"id":110,"doc_module":4,"doc_module_name":45,"category_name":111,"show_sort_weight":112,"slug":113},6,"Technology",50,"technology",{"id":115,"doc_module":4,"doc_module_name":45,"category_name":116,"show_sort_weight":117,"slug":118},7,"Healthcare",40,"healthcare",{"id":11,"doc_module":4,"doc_module_name":45,"category_name":12,"show_sort_weight":120,"slug":121},30,"research-report",{"id":123,"doc_module":4,"doc_module_name":45,"category_name":124,"show_sort_weight":28,"slug":125},9,"Religion & Spirituality","religion-spirituality",{"id":28,"doc_module":4,"doc_module_name":45,"category_name":127,"show_sort_weight":28,"slug":128},"World Cup","world-cup",{"id":130,"doc_module":4,"doc_module_name":45,"category_name":131,"show_sort_weight":130,"slug":132},10,"Lifestyle","lifestyle",{"id":134,"doc_module":4,"doc_module_name":45,"category_name":135,"show_sort_weight":105,"slug":136},19,"General","general"]