[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-125230-en":3,"doc-seo-125230-105":30,"detail-sidebar-cat-0-en-105":91},{"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":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},125230,1099514067438,"River Wang","https://ap-avatar.wpscdn.com/avatar/100002539ee87300030?x-image-process=image/resize,m_fixed,w_180,h_180&k=1780474512215547542",8,"Research & Report","Identification of the Speaker’s Voice Using Machine Learning","Growing needs for identity and safety measures have accelerated innovations in automated recognition. Biometric methods determine an individual’s identity from unique personal characteristics, enabling practical authentication and security. This master’s thesis presents a machine-learning-based system that classifies speaker-related features extracted from an audio file, including name, gender, age, and location. The research also provides a comprehensive examination of accessible approaches to speech recognition through a structured review of relevant literature.","REPUBLIC OF TÜRKİYE  \nALTINBAŞ UNIVERSITY  \nInstitute of Graduate Studies  \nInformation Technologies  \nIDENTIFICATION OF THE SPEAKER’S VOICE  \nUSING MACHINE LEARNING  \nNoor Sabah Shandookh ASSAFI  \nMaster`s Thesis  \nSupervisor  \nAsst. Prof. Dr. Oğuz KARAN  \nIstanbul, 2022  \nIDENTIFICATION OF THE SPEAKER’S VOICE USING MACHINE  \nLEARNING  \nNoor Sabah Shandookh ASSAFI  \nInformation Technologies  \nMaster`s Thesis  \nALTINBAŞ UNIVERSITY  \nThe thesis titled Identification of the SPEAKERS VOICE USING MACHINE LEARNING prepared by NOOR SABAH SHANDOOKH ASSAFI and submitted on 12/12/2022 has been accepted unanimously for the degree of Master of Science in Information Technologies.  \nAsst. Prof. Oğuz KARAN  \nThe Supervisor  \nThesis Defense Committee Members:  \n[Asst. prof. Dr.](Asst. prof. Dr. O)[ O](Asst. prof. Dr. O)ğuz KARAN Department of Software  \nEngineering,  \nAltınbaş University    \n[Asst. prof. Dr.](Asst. prof. Dr. Sefer KURNAZ)[ Sefer KURNAZ](Asst. prof. Dr. Sefer KURNAZ) Department of Computer  \nEngineering,  \nAltınbaş University    \n[Assoc. prof. Dr](Assoc. prof. Dr. Adil Deniz DURU)[.](Assoc. prof. Dr. Adil Deniz DURU)[ Adil Deniz DURU](Assoc. prof. Dr. Adil Deniz DURU) Department of Trainer  \nEducation,  \nMarmara University    \nI hereby declare that this thesis meets all format and submission requirements ofa Master’s thesis. Submission date of the thesis to Institute of Graduate Studies:  / /   \nI hereby declare that all information presented in this graduation project has been obtained in full accordance with academic rules and ethical conduct. I also declare all unoriginal materials and conclusions have been cited in the text and all references mentioned in the Reference List have been cited in the text, and vice versa as required by the abovementioned rules and conduct.  \nNoor Sabah Shandookh ASSAFI  \nSignature  \nDEDICATION  \nI would like to thank Allah Almighty for my success in my studies. My dear parents, I know very well that you loved science and study, I am sure that you are now happy with my studies. Thank you for all you have done for me so that I can reach this level of study today. My husband, I would like to offer you all my thanks, love, and appreciation. Thank you for your support, standing by my side, and your great help for me.  \nACKNOWLEDGEMENT  \nI would like to thank very much to my supervisor, Assistant Professor Asst. Prof. Dr. Oğuz KARAN. for his assistance throughout, the research period and for answering many questions and he was the best help for me throughout the study period. Without his time and help, this research would not have been completed and I am very grateful to him.  \nABSTRACT  \nIDENTIFICATION OF THE SPEAKER’S VOICE USING MACHINE  \nLEARNING  \nASSAFI, Noor  \nM.Sc., Information Technologies, Altınbaş University,  \nSupervisor: Asst. Prof. Dr. Oğuz KARAN  \nDate: December / 2022  \nPages: 69  \nThe modern society of today has an ever-increasing demand for identity and safety measures, which has resulted in the development of a large number of different safety and identification measures. This demand is driving innovation in the field. Biometrics is a term that refers to many techniques that can be used to determine an individual's identity based on the unique characteristics that they have. The primary contribution that we have made with this paper is that we have designed and implemented a system that makes use of machine learning techniques in order to classify into labels features that have been collected from an audio file of a speaker. These features include the speaker's name, the speaker's gender, the speaker's age, and the speaker's location. The purpose of this research is to finally give a comprehensive understanding of the many approaches to Speech Recognition that are now accessible. This will be accomplished by performing a thorough examination of the relevant literature in order to achieve this goal.  \nKeywords: Support Victor Machine , Convolutional Neural Network, Machine Learni","cbCailpKRlD6RRbg","https://ap.wps.com/l/cbCailpKRlD6RRbg","pdf",1467796,1,75,"English","en",105,"# Abstract\n# List of Figures\n# Abbreviations\n# Introduction\n# Literature Review\n## Overview\n## Related Works\n# Materials and Methods\n## Voice Signals\n### The Human Vocal System\n### Cepstral Coefficients\n## Classifiers\n### Support Vector Machine\n### Ensemble Classifiers\n### Boosting\n### Adaboost","[{\"question\":\"What problem does the thesis address?\",\"answer\":\"It addresses the increasing demand for identity and safety measures by developing automated speaker recognition methods.\"},{\"question\":\"How does the proposed system work at a high level?\",\"answer\":\"It extracts features from a speaker audio file and uses machine learning techniques to classify those features into labels.\"},{\"question\":\"Which speaker attributes are the system designed to classify?\",\"answer\":\"The system is designed to classify speaker name, gender, age, and location.\"}]","Identification of the Speaker’s Voice Using Machine Learning | PDF",1785897617,189,{"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":86,"head_meta":88,"extra_data":90,"updated_unix":28},"identification-of-the-speakers-voice-using-machine-learning","",{"@graph":36,"@context":85},[37,54,68],{"@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/identification-of-the-speakers-voice-using-machine-learning/125230/",4,{"url":52,"name":13,"@type":55,"author":56,"headline":13,"publisher":58,"fileFormat":61,"inLanguage":23,"description":14,"dateModified":62,"datePublished":62,"encodingFormat":61,"isAccessibleForFree":63,"interactionStatistic":64},"DigitalDocument",{"name":9,"@type":57},"Person",{"url":41,"name":59,"@type":60},"DocShare","Organization","application/pdf","2026-08-05",true,{"@type":65,"interactionType":66,"userInteractionCount":4},"InteractionCounter",{"@type":67},"ViewAction",{"@type":69,"mainEntity":70},"FAQPage",[71,77,81],{"name":72,"@type":73,"acceptedAnswer":74},"What problem does the thesis address?","Question",{"text":75,"@type":76},"It addresses the increasing demand for identity and safety measures by developing automated speaker recognition methods.","Answer",{"name":78,"@type":73,"acceptedAnswer":79},"How does the proposed system work at a high level?",{"text":80,"@type":76},"It extracts features from a speaker audio file and uses machine learning techniques to classify those features into labels.",{"name":82,"@type":73,"acceptedAnswer":83},"Which speaker attributes are the system designed to classify?",{"text":84,"@type":76},"The system is designed to classify speaker name, gender, age, and location.","https://schema.org",{"og:url":52,"og:type":87,"og:title":13,"og:site_name":59,"og:description":14},"article",{"robots":89,"canonical":52},"index,follow",{"doc_id":7,"site_id":24},{"code":4,"msg":5,"data":92},[93,97,101,105,110,115,120,123,128,131,135],{"id":20,"doc_module":4,"doc_module_name":46,"category_name":94,"show_sort_weight":95,"slug":96},"Story & Novel",90,"story-novel",{"id":47,"doc_module":4,"doc_module_name":46,"category_name":98,"show_sort_weight":99,"slug":100},"Literature",80,"literature",{"id":53,"doc_module":4,"doc_module_name":46,"category_name":102,"show_sort_weight":103,"slug":104},"Exam",70,"exam",{"id":106,"doc_module":4,"doc_module_name":46,"category_name":107,"show_sort_weight":108,"slug":109},5,"Comic",60,"comic",{"id":111,"doc_module":4,"doc_module_name":46,"category_name":112,"show_sort_weight":113,"slug":114},6,"Technology",50,"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":126,"slug":127},9,"Religion & Spirituality",20,"religion-spirituality",{"id":126,"doc_module":4,"doc_module_name":46,"category_name":129,"show_sort_weight":126,"slug":130},"World Cup","world-cup",{"id":132,"doc_module":4,"doc_module_name":46,"category_name":133,"show_sort_weight":132,"slug":134},10,"Lifestyle","lifestyle",{"id":136,"doc_module":4,"doc_module_name":46,"category_name":137,"show_sort_weight":106,"slug":138},19,"General","general"]