[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-128922-en":3,"doc-seo-128922-105":31,"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":21,"is_downloadable":21,"audit_status":21,"page_count":22,"language":23,"language_code":24,"site_id":25,"html_lang":24,"table_of_contents":26,"faqs":27,"seo_title":28,"seo_description":14,"update_tm":29,"read_time":30},128922,687207024643,"Oliver","https://ap-avatar.wpscdn.com/davatar_3d24733baf745e90a7e4bdd5f77d97b2",6,"Technology","AI Algorithms and Their Practical Application","AI Algorithms and Their Practical Application bridges the gap between artificial intelligence theory and real industry delivery. The book focuses on actionable implementation rather than abstract discussion, guiding readers through the end-to-end software development lifecycle. It explains how to wrap algorithms in robust APIs, containerize environments for consistent deployment, and establish pipelines for reliable production runs. Algorithms are presented with beginner-friendly, step-by-step explanations to reduce cognitive load and enable practical engineering.","AI Algorithms and Their Practical Application  \nCopyrighted Material  \nCopyright © 2026-27 by Ajit Singh, All Rights Reserved.  \nNo part of this publication may be reproduced, stored in a retrieval system or transmitted, in any form or by any means—electronic, mechanical, photocopying, recording or otherwise—without prior written permission from the author, except for the inclusion of brief quotations in a review.  \nFor information about this title or to order other books and/or electronic media, contact the publisher.  \nABOUT THE AUTHOR  \nAjit Singh (UGC NET Qualified) is Assistant Professor (Ad-hoc) in the Department of Computer Application, Bihar National College, Patna University, Bihar, India. He holds the titles of Online World Record (OWR) and Future Kalams Book of Records.  \nAjit has 2.5+ decades of extensive teaching experience in Under Graduate and Post Graduate courses of Computer Science across several colleges of Patna University and NIT Patna, Bihar. Ajit holds memberships in a number of associations including Internet Society - Delhi/ Trivendrum Chapters, IEEE, International Association of Engineers, Eurasia Research, IoT Council, Python Software Foundation, Data Science Association, etc. One  \nof his book, titled as Simplified IoT has already been part of the curriculum of Beihang University, China.  \nHis another book \"AI Security\" has also been part of the curriculum of DWARKADAS J. SANGHVI COLLEGE OF ENGINEERING (Autonomous College Affiliated to the University of Mumbai, India).  \nPREFACE  \nThe inception of this book addresses a critical and persistent gap in the modern technology landscape. For years, the study of artificial intelligence has been heavily guarded by dense mathematical equations, theoretical postulations, and academic research papers. While foundational theory remains essential, the contemporary technology industry demands a completely different skill set: the ability to engineer, deploy, and scale functional artificial intelligence applications. The focus has rapidly shifted from asking \"How does this algorithm work in theory?\" to \"How do we design, build, and deploy this algorithm to solve a real-world problem?\"\"AI Algorithms and Their Practical Applications\" is written specifically to bridge the vast chasm between academic theory and industry production. Moving from a local development environment to a live, cloud-based production server is a complex progression. Many learners and professionals find themselves stuck in the prototyping phase, able to train a model but entirely unequipped to integrate it into a user-facing application. This text dismantles that barrier.  \nThe core objective here is actionable implementation. Throughout these pages, the primary emphasis is placed on practical application rather than abstract theoretical discourse. Every concept introduced is immediately anchored to a tangible, real-world use case. Instead of leaving you with isolated snippets of code, this book guides you step-by-step through the entire software development lifecycle of artificial intelligence applications. Artificial intelligence is not a monolithic entity; it is a system of interconnected components and services. To build industry-relevant solutions, one must understand how to architect these systems. Therefore, this book treats AI development as a software engineering discipline. You will learn how to wrap algorithms in robust Application Programming  \nInterfaces (APIs), containerize your environments for consistent deployment, and set up the necessary pipelines to ensure your applications run smoothly in live environments.  \nTo maintain absolute clarity, the algorithms presented within this book are stripped of unnecessary complexity. I approached each algorithm from a beginner ’ s perspective, utilizing highly structured, sequential lists to explain the sequential logic. By breaking down complex mathematical operations into simple, step-by-step instructions, the cognitive load is signific","cbCaikd0O3M5NnlV","https://ap.wps.com/l/cbCaikd0O3M5NnlV","pdf",20204668,3,1,370,"English","en",105,"# Preface\n## Bridging theory and production\n## Actionable, implementation-first learning\n## APIs, containerization, and deployment pipelines\n## Beginner-friendly algorithm explanation\n# Acknowledgements\n## Open-source community support\n## Major tools and frameworks","[{\"question\":\"这本书的核心目标是什么？\",\"answer\":\"核心目标是把读者从“只会理解AI理论”的状态转变为能工程化落地AI算法的能力。内容强调可执行的实现路径与从开发到上线的完整流程。\"},{\"question\":\"读者将学习哪些工程化能力来把算法投入生产？\",\"answer\":\"书中指导如何用可靠的API封装算法、对环境进行容器化以保证一致部署，并建立相应的流水线以确保应用在真实环境中稳定运行。\"},{\"question\":\"为什么书中要弱化复杂数学推导？\",\"answer\":\"为了保持清晰度并降低理解门槛，算法以结构化的步骤讲解其顺序逻辑。复杂数学被拆解成可跟随的逐步指令，便于读者上手实现。\"}]","AI Algorithms and Their Practical Application | PDF",1786006381,932,{"code":4,"msg":32,"data":33},"ok",{"site_id":25,"language":24,"slug":34,"title":13,"keywords":35,"description":14,"schema_data":36,"social_meta":87,"head_meta":89,"extra_data":91,"updated_unix":29},"ai-algorithms-and-their-practical-application","",{"@graph":37,"@context":86},[38,54,69],{"@type":39,"itemListElement":40},"BreadcrumbList",[41,45,49,51],{"item":42,"name":43,"@type":44,"position":21},"https://docshare.wps.com","Home","ListItem",{"item":46,"name":47,"@type":44,"position":48},"https://docshare.wps.com/document/","Document",2,{"item":50,"name":12,"@type":44,"position":20},"https://docshare.wps.com/document/technology/",{"item":52,"name":13,"@type":44,"position":53},"https://docshare.wps.com/document/ai-algorithms-and-their-practical-application/128922/",4,{"url":52,"name":13,"@type":55,"author":56,"headline":13,"publisher":58,"fileFormat":61,"inLanguage":24,"description":14,"dateModified":62,"datePublished":63,"encodingFormat":61,"isAccessibleForFree":64,"interactionStatistic":65},"DigitalDocument",{"name":9,"@type":57},"Person",{"url":42,"name":59,"@type":60},"DocShare","Organization","application/pdf","2026-08-27","2026-08-06",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},"这本书的核心目标是什么？","Question",{"text":76,"@type":77},"核心目标是把读者从“只会理解AI理论”的状态转变为能工程化落地AI算法的能力。内容强调可执行的实现路径与从开发到上线的完整流程。","Answer",{"name":79,"@type":74,"acceptedAnswer":80},"读者将学习哪些工程化能力来把算法投入生产？",{"text":81,"@type":77},"书中指导如何用可靠的API封装算法、对环境进行容器化以保证一致部署，并建立相应的流水线以确保应用在真实环境中稳定运行。",{"name":83,"@type":74,"acceptedAnswer":84},"为什么书中要弱化复杂数学推导？",{"text":85,"@type":77},"为了保持清晰度并降低理解门槛，算法以结构化的步骤讲解其顺序逻辑。复杂数学被拆解成可跟随的逐步指令，便于读者上手实现。","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":25},{"code":4,"msg":5,"data":93},[94,98,102,106,111,114,119,124,129,132,136],{"id":21,"doc_module":4,"doc_module_name":47,"category_name":95,"show_sort_weight":96,"slug":97},"Story & Novel",90,"story-novel",{"id":48,"doc_module":4,"doc_module_name":47,"category_name":99,"show_sort_weight":100,"slug":101},"Literature",80,"literature",{"id":53,"doc_module":4,"doc_module_name":47,"category_name":103,"show_sort_weight":104,"slug":105},"Exam",70,"exam",{"id":107,"doc_module":4,"doc_module_name":47,"category_name":108,"show_sort_weight":109,"slug":110},5,"Comic",60,"comic",{"id":11,"doc_module":4,"doc_module_name":47,"category_name":12,"show_sort_weight":112,"slug":113},50,"technology",{"id":115,"doc_module":4,"doc_module_name":47,"category_name":116,"show_sort_weight":117,"slug":118},7,"Healthcare",40,"healthcare",{"id":120,"doc_module":4,"doc_module_name":47,"category_name":121,"show_sort_weight":122,"slug":123},8,"Research & Report",30,"research-report",{"id":125,"doc_module":4,"doc_module_name":47,"category_name":126,"show_sort_weight":127,"slug":128},9,"Religion & Spirituality",20,"religion-spirituality",{"id":127,"doc_module":4,"doc_module_name":47,"category_name":130,"show_sort_weight":127,"slug":131},"World Cup","world-cup",{"id":133,"doc_module":4,"doc_module_name":47,"category_name":134,"show_sort_weight":133,"slug":135},10,"Lifestyle","lifestyle",{"id":137,"doc_module":4,"doc_module_name":47,"category_name":138,"show_sort_weight":107,"slug":139},19,"General","general"]