Oscar Mauricio Caicedo Rendon
Machine Learning for Network Management
Gebonden Engels 2026 9783032151759Levertijd ± 9 werkdagen
Gratis verzonden
Samenvatting
This book details how machine learning (ML) can be used in network management. Geared towards an upper undergraduate or graduate level class in machine learning or computer networks, the author showcases the intersection between ML/artificial intelligence (AI) and network management paradigms. The book includes practical methodologies and guidelines to realizing AI/ML-driven network management. The book also provides a landscape of AI/ML techniques more relevant to network management while also presenting AI/ML-based network management solutions deployed in production environments so students can explore applications. The book features homework problems, exercises, case studies, and PowerPoint slides.
Specificaties
ISBN13:9783032151759
Taal:Engels
Bindwijze:Gebonden
Aantal pagina's:179
Uitgever:Springer Nature Switzerland
Hoofdrubriek:Netwerken, Computer en informatica
Lezersrecensies
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Inhoudsopgave
Introduction.- Part I.- Network Management.- Machine Learning.- Part II.- Network Management Assisted by Supervised and Semi-supervised Learning.- Network Management Driven by Unsupervised Learning.- Network Management Assisted by Reinforcement Learning.- ML-Driven Management of Softwarized Networks.- ML-Driven Management of Next Generation Networks.- Part III.-Conclusion.
Rubrieken
- advisering
- algemeen management
- coaching en trainen
- communicatie en media
- economie
- financieel management
- inkoop en logistiek
- internet en social media
- it-management / ict
- juridisch
- leiderschap
- marketing
- mens en maatschappij
- non-profit
- ondernemen
- organisatiekunde
- personal finance
- personeelsmanagement
- persoonlijke effectiviteit
- projectmanagement
- psychologie
- reclame en verkoop
- strategisch management
- verandermanagement
- werk en loopbaan