{"title":"导航地形：人工智能/移动语言基础设施的扩展挑战与机遇","authors":"José Gabriel Carrasco Ramírez, Md.mafiqul Islam","doi":"10.60087/jaigs.v2i1.p228","DOIUrl":null,"url":null,"abstract":"Navigating the complexities of scaling AI/ML infrastructure unveils a terrain rife with challenges and opportunities. This exploration delves into the multifaceted landscape, addressing key aspects such as resource expansion, data management, parallel processing, algorithmic optimization, orchestration, monitoring, streamlined pipelines, automation, financial considerations, and security. By embracing innovation and resilience, organizations can effectively harness the potential of AI and ML technologies while mitigating scalability hurdles.","PeriodicalId":517201,"journal":{"name":"Journal of Artificial Intelligence General science (JAIGS) ISSN:3006-4023","volume":"47 13","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-03-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Navigating the Terrain: Scaling Challenges and Opportunities in AI/ML Infrastructure\",\"authors\":\"José Gabriel Carrasco Ramírez, Md.mafiqul Islam\",\"doi\":\"10.60087/jaigs.v2i1.p228\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Navigating the complexities of scaling AI/ML infrastructure unveils a terrain rife with challenges and opportunities. This exploration delves into the multifaceted landscape, addressing key aspects such as resource expansion, data management, parallel processing, algorithmic optimization, orchestration, monitoring, streamlined pipelines, automation, financial considerations, and security. By embracing innovation and resilience, organizations can effectively harness the potential of AI and ML technologies while mitigating scalability hurdles.\",\"PeriodicalId\":517201,\"journal\":{\"name\":\"Journal of Artificial Intelligence General science (JAIGS) ISSN:3006-4023\",\"volume\":\"47 13\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-03-30\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Artificial Intelligence General science (JAIGS) ISSN:3006-4023\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.60087/jaigs.v2i1.p228\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Artificial Intelligence General science (JAIGS) ISSN:3006-4023","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.60087/jaigs.v2i1.p228","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
摘要
探索扩展人工智能/ML 基础设施的复杂性揭示了一个充满挑战和机遇的领域。本文将深入探讨多方面的问题，涉及资源扩展、数据管理、并行处理、算法优化、协调、监控、简化管道、自动化、财务考虑因素和安全性等关键方面。通过拥抱创新和弹性，企业可以有效利用人工智能和 ML 技术的潜力，同时缓解可扩展性障碍。
Navigating the Terrain: Scaling Challenges and Opportunities in AI/ML Infrastructure
Navigating the complexities of scaling AI/ML infrastructure unveils a terrain rife with challenges and opportunities. This exploration delves into the multifaceted landscape, addressing key aspects such as resource expansion, data management, parallel processing, algorithmic optimization, orchestration, monitoring, streamlined pipelines, automation, financial considerations, and security. By embracing innovation and resilience, organizations can effectively harness the potential of AI and ML technologies while mitigating scalability hurdles.
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