[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-117812-en":3,"doc-seo-117812-105":30,"detail-sidebar-cat-0-en-105":92},{"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":20,"is_deleted":4,"is_public":20,"is_downloadable":20,"audit_status":20,"page_count":21,"language":22,"language_code":23,"site_id":24,"html_lang":23,"table_of_contents":25,"faqs":26,"seo_title":27,"seo_description":14,"update_tm":28,"read_time":29},117812,549758146520,"Patrick","https://ap-avatar.wpscdn.com/avatar/80002397d8c0411e94?_k=1775819394049821470",8,"Research & Report","Machine Learning Defence Mechanism for Securing the Cloud Environment","Cloud computing provides end users with on-demand, scalable, measurable services, and many organizations rely on it for cost savings, infrastructure access, development platforms, data processing, and analytics. Because cloud infrastructure protection is critical, multiple studies have explored defenses against cloud threats. Recent research indicates machine learning can improve detection accuracy by training algorithms on diverse real-world datasets. This study reviews recent publications applying machine learning as a defense mechanism for securing cloud environments.","International Journal of Advanced Scientific Innovation ISSN: 2582-8436  \nVolume 05 Issue 01, JAN 2023  \nMachine Learning Defence Mechanism for Securing the Cloud Environment  \nGirish L1* and Raviprakash M L2*  \n1* Shridevi Institute of Engineering Technology, Karnataka, India. 2* Kalpataru Institute of Technology, Karnataka, India.  \n*Corresponding author(s) . E-mail(s): [girishltumkur@gmail.com](girishltumkur@gmail.com);  \n[raviprakashml@gmail.com](raviprakashml@gmail.com);  \nAbstract  \nA computer paradigm known as ”cloud computing” offers end users ondemand, scalable, and measurable services. Today’s businesses rely heavily on computer technology for a variety of reasons, including cost savings, infrastructure, development platforms, data processing, data analytics, etc. The end users can access the cloud service providers’ (CSP) services from any location at any time using a web application. The protection of the cloud infrastructure is of the highest significance, and several studies using a variety of technologies have been conducted to develop more effective defenses against cloud threats. In recent years, machine learning technology has shown to be more effective in securing the cloud environment. In recent years, machine learningtechnology has shown to be more effective in securing the cloud environment. To create models that can automate the process of identifyingcloud threats with better accuracy than any other technology, machine learning algorithms are trained on a variety of real-world datasets. In this study, various recent research publications that used machine learning as a defense mechanism against cloud threats are reviewed.  \nKeywords: Cloud Computing, Cloud Security, Machine Learning, Cloud  \nAttacks  \n2 Machine Learning Defence Mechanism for Securing the Cloud Environment  \n1 Introduction  \nCloud computing is the term that is normally used to describe many different computing concepts which are involved in the more number of computers which are providing computer power through the Internet. The above definition which is referred to software that is hosted in remote locations with providing clients with network provisioning. Cloud computing allows the realization of a favorable computing model that includes the desire for quite powerful and widely available resources.  \nThe cloud computing systems are classified by NIST [16] in four deployment models which are: private cloud, hybrid cloud, public cloud, and community cloud. Additionally, three service models can be provided via cloud computing: Software as a Service (SaaS), Platform as a Service (PaaS) and Infrastructure as a service(IaaS) are the three services which are provided by the cloud computing. In the terms of layers, the administrative duties involved with the system’s cloud deployment and delivery models, as well as their interaction.  \nFig. 1 Architecture of Cloud computing and Types of Services  \nThere are basically four different cloud deployment methods, and each of them comes with unique trade-offs for companies moving their services and  \nMachine Learning Defence Mechanism for Securing the Cloud Environment 3  \noperations to cloud-based environments. The models for cloud deployment are shown in Figure 2. Here are several examples:  \nFig. 2 Cloud Deployment Models.  \n• Private cloud – In this approach to cloud deployment, a cloud infrastructure is managed solely for one company. However, it may be handled by by a third party or by the organization as such  \n• Public cloud – The organization that owns the cloud infrastructure is one that offers cloud services, but it is also accessible to the general public or a major industry group.  \n• Community cloud – A particular community with common problems and objectives is supported by the cloud infrastructure, which is shared by a variety of organizations. (e.g., e-commerce, business, security, compliance considerations and requirements) .  \n• Hybrid cloud – It is distinguished by a cloud infras","cbCaiuiQnB24x4vI","https://ap.wps.com/l/cbCaiuiQnB24x4vI","pdf",947894,1,20,"English","en",105,"# Abstract\n# 1 Introduction\n## Cloud computing concepts and NIST classification\n## Cloud deployment models\n## Cloud service delivery models","[{\"question\":\"Why is cloud security important in cloud computing environments?\",\"answer\":\"Cloud computing underpins essential business needs such as infrastructure, development, and data processing. Protecting cloud infrastructure is critical to address cloud threats and risks.\"},{\"question\":\"What are the main cloud deployment and service models discussed?\",\"answer\":\"The paper describes four deployment models: private, hybrid, public, and community clouds, and three service models: SaaS, PaaS, and IaaS.\"},{\"question\":\"How does machine learning help defend against cloud threats?\",\"answer\":\"Machine learning-based defenses train algorithms on real-world datasets to automate threat identification, aiming for better accuracy than other approaches.\"}]","Machine Learning Defence Mechanism for Securing the Cloud Environment | PDF",1785679700,50,{"code":4,"msg":31,"data":32},"ok",{"site_id":24,"language":23,"slug":33,"title":13,"keywords":34,"description":14,"schema_data":35,"social_meta":87,"head_meta":89,"extra_data":91,"updated_unix":28},"machine-learning-defence-mechanism-for-securing-the-cloud-environment","",{"@graph":36,"@context":86},[37,54,69],{"@type":38,"itemListElement":39},"BreadcrumbList",[40,44,48,51],{"item":41,"name":42,"@type":43,"position":20},"https://docshare.wps.com","Home","ListItem",{"item":45,"name":46,"@type":43,"position":47},"https://docshare.wps.com/document/","Document",2,{"item":49,"name":12,"@type":43,"position":50},"https://docshare.wps.com/document/research-report/",3,{"item":52,"name":13,"@type":43,"position":53},"https://docshare.wps.com/document/machine-learning-defence-mechanism-for-securing-the-cloud-environment/117812/",4,{"url":52,"name":13,"@type":55,"author":56,"headline":13,"publisher":58,"fileFormat":61,"inLanguage":23,"description":14,"dateModified":62,"datePublished":63,"encodingFormat":61,"isAccessibleForFree":64,"interactionStatistic":65},"DigitalDocument",{"name":9,"@type":57},"Person",{"url":41,"name":59,"@type":60},"DocShare","Organization","application/pdf","2026-08-05","2026-08-02",true,{"@type":66,"interactionType":67,"userInteractionCount":20},"InteractionCounter",{"@type":68},"ViewAction",{"@type":70,"mainEntity":71},"FAQPage",[72,78,82],{"name":73,"@type":74,"acceptedAnswer":75},"Why is cloud security important in cloud computing environments?","Question",{"text":76,"@type":77},"Cloud computing underpins essential business needs such as infrastructure, development, and data processing. Protecting cloud infrastructure is critical to address cloud threats and risks.","Answer",{"name":79,"@type":74,"acceptedAnswer":80},"What are the main cloud deployment and service models discussed?",{"text":81,"@type":77},"The paper describes four deployment models: private, hybrid, public, and community clouds, and three service models: SaaS, PaaS, and IaaS.",{"name":83,"@type":74,"acceptedAnswer":84},"How does machine learning help defend against cloud threats?",{"text":85,"@type":77},"Machine learning-based defenses train algorithms on real-world datasets to automate threat identification, aiming for better accuracy than other approaches.","https://schema.org",{"og:url":52,"og:type":88,"og:title":13,"og:site_name":59,"og:description":14},"article",{"robots":90,"canonical":52},"index,follow",{"doc_id":7,"site_id":24},{"code":4,"msg":5,"data":93},[94,98,102,106,111,115,120,123,127,130,134],{"id":20,"doc_module":4,"doc_module_name":46,"category_name":95,"show_sort_weight":96,"slug":97},"Story & Novel",90,"story-novel",{"id":47,"doc_module":4,"doc_module_name":46,"category_name":99,"show_sort_weight":100,"slug":101},"Literature",80,"literature",{"id":53,"doc_module":4,"doc_module_name":46,"category_name":103,"show_sort_weight":104,"slug":105},"Exam",70,"exam",{"id":107,"doc_module":4,"doc_module_name":46,"category_name":108,"show_sort_weight":109,"slug":110},5,"Comic",60,"comic",{"id":112,"doc_module":4,"doc_module_name":46,"category_name":113,"show_sort_weight":29,"slug":114},6,"Technology","technology",{"id":116,"doc_module":4,"doc_module_name":46,"category_name":117,"show_sort_weight":118,"slug":119},7,"Healthcare",40,"healthcare",{"id":11,"doc_module":4,"doc_module_name":46,"category_name":12,"show_sort_weight":121,"slug":122},30,"research-report",{"id":124,"doc_module":4,"doc_module_name":46,"category_name":125,"show_sort_weight":21,"slug":126},9,"Religion & Spirituality","religion-spirituality",{"id":21,"doc_module":4,"doc_module_name":46,"category_name":128,"show_sort_weight":21,"slug":129},"World Cup","world-cup",{"id":131,"doc_module":4,"doc_module_name":46,"category_name":132,"show_sort_weight":131,"slug":133},10,"Lifestyle","lifestyle",{"id":135,"doc_module":4,"doc_module_name":46,"category_name":136,"show_sort_weight":107,"slug":137},19,"General","general"]