[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-124376-en":3,"doc-seo-124376-105":30,"detail-sidebar-cat-0-en-105":83},{"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},124376,13056703019662,"Evangeline","https://ap-avatar.wpscdn.com/avatar/be000253a8e92610077?_k=1778726343310543188",8,"Research & Report","INVENTORY OPTIMIZATION USING PREDICTIVE ANALYTICS AND MACHINE LEARNING","This Master’s thesis investigates how predictive analytics and machine learning can support smarter, more efficient inventory decisions. It frames inventory optimization as a data-driven supply chain problem and positions ML as a practical tool to improve forecasting and operational effectiveness. The work emphasizes the connection between theoretical foundations of supply chain optimization and actionable insights for businesses, supported by access to data and analytical platforms provided through academic and organizational collaboration.","REPUBLIC OF TÜRKİYE ALTINBAŞ UNIVERSITY  \nInstitute of Graduate Studies  \nElectrical and Computer Enginrreing  \nINVENTORY OPTIMIZATION USING PREDICTIVE  \nANALYTICS AND MACHINE LEARNING  \nKadhim Amer Hussein AL-SAEDI  \nMaster’s Thesis  \nSupervisor  \nAssoc. Prof. Dr. Sefer KURNAZ  \nIstanbul, 2024  \nINVENTORY OPTİMİZATİON USİNG PREDİCTİVE ANALYTİCS  \nAND MACHİNE LEARNİNG  \nKadhim Amer Hussein AL-SAEDI  \nEelectrical And Computer Engineering  \nMaster’s Thesis  \nALTINBAŞ UNIVERSITY  \nThe thesis titled INVENTORY OPTIMIZATION USING PREDICTIVE ANALTYICS AND MACHINE LEARNING prepared by KADHIM AMER HUSSEIN AL-SAEDI and submitted on 07/06/2024 has been accepted unanimously for the degree of Master of Science in Electrical and Computer Engineering.  \nAssoc. Prof. Dr. Sefer KURNAZ  \nSupervisor  \nThesis Defence Committee Members:  \nAssoc. Prof. Dr. Sefer KURANZ Department of Computer  \nEngineering  \nAltınbaş University    \nAsst. Prof. Dr. Abdullahi Abdu IBRAHIM Department of Computer  \nEngineering  \nAltınbaş University    \nAsst. Prof. Dr. Serdar KARGIN Department of Biomdical  \nIstanbul Arel University    \nI hereby declare that this thesis meets all format and submission requirements ofa Master’s thesis.  \nI hereby declare that all information/data 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.  \nKadhim Amer Hussein AL-SAEDI  \nSignature  \nDEDICATION  \nThis thesis is dedicated to the dreamers and the doers, those who see the world not just as it is but as it could be. To my family, whose love and support know no bounds, you have been my rock and my refuge, inspiring me every step of the way with your resilience, wisdom, and kindness. Your belief in me has been unwavering, and this achievement is as much yours as it is mine. To Dr. Firas Rahim al-Baidhani, who supported me throughout my studies by overcoming difficulties. To my mentors and teachers, who have illuminated the path of knowledge with their insights and dedication, your passion for learning and discovery has kindled my own. You have not only taught me the intricacies of data science and supply chain management but have also instilled in me the values of curiosity, integrity, and perseverance.  \nTo my friends, who have journeyed with me through the highs and lows, your camaraderie and encouragement have made this journey all the more meaningful. Your humour, support, and companionship have been the source of countless cherished memories and have given me the strength to pursue my ambitions. And finally, to all those striving to make a difference through their work, may this thesis serve as a reminder that with determination, creativity, and collaboration, we can overcome challenges and drive forward the frontiers of knowledge and innovation.  \nThis thesis is for you all, a testament to the collective spirit that propels us toward a brighter, more informed future.  \nPREFACE  \nThis thesis, entitled \"Inventory Optimization Using Predictive Analytics and Machine Learning,\" represents the culmination of an intellectual journey that began with a simple yet profound question: How can we use the vast amounts of data generated in the modern business landscape to make smarter, more efficient inventory decisions? As I delved into this question, it became clear that the intersection of machine learning (ML) and inventory management offered a fertile ground for exploration, promising not only to illuminate the theoretical underpinnings of supply chain optimization but also to provide practical tools and insights that businesses could use to transform their operations. The journey was not solitary. It was supported and enriched by a community of peers, mentors, and industry professionals whose guidanc","cbCaiiG3OWhQUa7C","https://ap.wps.com/l/cbCaiiG3OWhQUa7C","pdf",1433608,1,85,"English","en",105,"# Thesis Overview\n## Research Motivation\n## Approach and Rationale\n## Support, Data Access, and Collaboration\n## Acknowledgements and Dedication","[{\"question\":\"What kinds of support enabled the research to be carried out?\",\"answer\":\"The thesis highlights guidance from an academic advisor and feedback from faculty and colleagues, as well as organizational support providing access to data, tools, and analysis platforms.\"}]","INVENTORY OPTIMIZATION USING PREDICTIVE ANALYTICS AND MACHINE LEARNING | PDF",1785821878,214,{"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":78,"head_meta":80,"extra_data":82,"updated_unix":28},"inventory-optimization-using-predictive-analytics-and-machine-learning","",{"@graph":36,"@context":77},[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/inventory-optimization-using-predictive-analytics-and-machine-learning/124376/",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","2026-08-04",true,{"@type":65,"interactionType":66,"userInteractionCount":20},"InteractionCounter",{"@type":67},"ViewAction",{"@type":69,"mainEntity":70},"FAQPage",[71],{"name":72,"@type":73,"acceptedAnswer":74},"What kinds of support enabled the research to be carried out?","Question",{"text":75,"@type":76},"The thesis highlights guidance from an academic advisor and feedback from faculty and colleagues, as well as organizational support providing access to data, tools, and analysis platforms.","Answer","https://schema.org",{"og:url":52,"og:type":79,"og:title":13,"og:site_name":59,"og:description":14},"article",{"robots":81,"canonical":52},"index,follow",{"doc_id":7,"site_id":24},{"code":4,"msg":5,"data":84},[85,89,93,97,102,107,112,115,120,123,127],{"id":20,"doc_module":4,"doc_module_name":46,"category_name":86,"show_sort_weight":87,"slug":88},"Story & Novel",90,"story-novel",{"id":47,"doc_module":4,"doc_module_name":46,"category_name":90,"show_sort_weight":91,"slug":92},"Literature",80,"literature",{"id":53,"doc_module":4,"doc_module_name":46,"category_name":94,"show_sort_weight":95,"slug":96},"Exam",70,"exam",{"id":98,"doc_module":4,"doc_module_name":46,"category_name":99,"show_sort_weight":100,"slug":101},5,"Comic",60,"comic",{"id":103,"doc_module":4,"doc_module_name":46,"category_name":104,"show_sort_weight":105,"slug":106},6,"Technology",50,"technology",{"id":108,"doc_module":4,"doc_module_name":46,"category_name":109,"show_sort_weight":110,"slug":111},7,"Healthcare",40,"healthcare",{"id":11,"doc_module":4,"doc_module_name":46,"category_name":12,"show_sort_weight":113,"slug":114},30,"research-report",{"id":116,"doc_module":4,"doc_module_name":46,"category_name":117,"show_sort_weight":118,"slug":119},9,"Religion & Spirituality",20,"religion-spirituality",{"id":118,"doc_module":4,"doc_module_name":46,"category_name":121,"show_sort_weight":118,"slug":122},"World Cup","world-cup",{"id":124,"doc_module":4,"doc_module_name":46,"category_name":125,"show_sort_weight":124,"slug":126},10,"Lifestyle","lifestyle",{"id":128,"doc_module":4,"doc_module_name":46,"category_name":129,"show_sort_weight":98,"slug":130},19,"General","general"]