Learning Tree

This course delves into the origins and evolution of AIOps, exploring its core technologies such as big data and machine learning. Learners will understand the benefits of AIOps in IT operations, including improved system reliability and efficiency. The course includes practical exercises and tools to apply AIOps concepts effectively.

AIOps Foundation

Learn the history and predecessors of AIOps, define its meaning, and distinguish it from IT Operations Analytics. Understand core technologies and basic concepts, and explore the stages of an AIOps system.

Establish the AIOps Foundation

Understand the drivers of AIOps adoption, bridge AIOps with DevOps, and foster site reliability. Handle data complexity and embrace a new paradigm for understanding system state.

AIOps Transforms the Organization

Unravel the world of big data, examine its characteristics, and utilize AIOps data sources. Navigate diverse data types and understand the five V's of big data.

Master Core Technologies: Data

Engage with AI and machine learning, contrast learning types, and train models. Explore the role of AIOps in the future of AI and its similarities with analytics.

Leverage Core Technologies: Machine Learning

Measure performance through metrics, track key metrics across systems, and assess metrics related to incidents. Ensure compliance with service level agreements.

AIOps and Operational Metrics

Shift from a reactive to a proactive approach, analyze characteristics of operations, and delve into use cases. Understand AIOps' impact on organizational dynamics.

AIOps Use Cases and Shift Organizational Mindset

Evaluate the confluence of AIOps and operational metrics, unify AIOps with DevOps and SRE, and enhance AI accuracy. Track the impact of AIOps initiatives.

Evaluating AIOps Impact

Mitigate common challenges, address ethics in machine learning, and ensure data quality. Shape culture and comply with data and regulation standards.

Implementing AIOps in the Organization

The AIOps Foundation course provides a comprehensive understanding of integrating big data analytics, machine learning, and automation into IT operations. Gain insights into the evolution of AIOps and its role in digital transformation, preparing you for the AIOps Foundation certification exam.

Individuals working in IT operations looking to enhance their skills with AIOps.

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AIOps Foundation

Overview

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