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Books > Computing & IT > Applications of computing > Artificial intelligence > Machine learning
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Hands-on AIOps - Best Practices Guide to Implementing AIOps (Paperback, 1st ed.)
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Hands-on AIOps - Best Practices Guide to Implementing AIOps (Paperback, 1st ed.)
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Welcome to your hands-on guide to artificial intelligence for IT
operations (AIOps). This book provides in-depth coverage, including
operations and technical aspects. The fundamentals of machine
learning (ML) and artificial intelligence (AI) that form the core
of AIOps are explained as well as the implementation of multiple
AIOps uses cases using ML algorithms. The book begins with an
overview of AIOps, covering its relevance and benefits in the
current IT operations landscape. The authors discuss the evolution
of AIOps, its architecture, technologies, AIOps challenges, and
various practical use cases to efficiently implement AIOps and
continuously improve it. The book provides detailed guidance on the
role of AIOps in site reliability engineering (SRE) and DevOps
models and explains how AIOps enables key SRE principles. The book
provides ready-to-use best practices for implementing AIOps in an
enterprise. Each component of AIOps and ML using Python code and
templates is explained and shows how ML can be used to deliver
AIOps use cases for IT operations. What You Will Learn Know what
AIOps is and the technologies involved Understand AIOps relevance
through use cases Understand AIOps enablement in SRE and DevOps
Understand AI and ML technologies and algorithms Use algorithms to
implement AIOps use cases Use best practices and processes to set
up AIOps practices in an enterprise Know the fundamentals of ML and
deep learning Study a hands-on use case on de-duplication in AIOps
Use regression techniques for automated baselining Use anomaly
detection techniques in AIOps Who This Book is For AIOps
enthusiasts, monitoring and management consultants, observability
engineers, site reliability engineers, infrastructure architects,
cloud monitoring consultants, service management experts, DevOps
architects, DevOps engineers, and DevSecOps experts
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