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AIOps Foundation (AIOps)℠
AIOps Foundation aims to cover the origins of AIOps, including the history behind the term, patterns that preceded it, and the technology context in which it has evolved.
Training Schedule
Features
16 hours of Instructor-led training classes
Share relevant Industry Insights
Shares real-world experience
Course Objective
At the end of the course, the following learning objectives are expected to be achieved:
- Clear understanding of the history, origins and current developments of AIOps
- Define and comprehend basic concepts and key principles within AIOps
- Understand general concepts of big data and artificial intelligence, and how they relate to AIOps
- Recognize the relationship between AIOps and MLOps
- Understand the effectiveness of AIOps deployment and possible benefits
- Understand the changes in mindset, collaboration and skills for AIOps to be applied in
Course Agenda
Module 1:
AIOps History, Landscape and Foundation
- History and Predecessors Core
- Technologies and Basic Concepts
- Stages of an AIOps System
Module 2:
AIOps in the Organization
- Drivers and Influences
- AIOps and DevOps
- AIOps and Site Reliability
- AIOps and Security
Module 3:
Core Technologies: Data
- What is Big Data?
- The Five Vs of Big Data
- AIOps Data Sources and Types
- From Source to AIOps
Module 4:
Core Technologies: Machine Learning (ML)
• AI and ML
• How ML Models Learn
• Supervised vs. Unsupervised
• Analytics vs. AI
• AIOps and the Future of AI
Module 5:
AIOPs and Operations Metrics
• Metrics and Operations
• Key Metrics to Track Across Systems
• Agreements, Objectives, and Indicators
Module 6:
AIOps Use Cases and Organizational Mindset
• Shifting from Reactive to Proactive
• Deterministic to Probabilistic
• Deep Dive Into Use Cases
Module 7:
Evaluating AIOps Impact
• AIOps and Operations Metrics
• AIOps, DevOps, and SRE
• Improving AI Accuracy
• AIOps System Visibility
Module 8:
Implementing AIOps in the Organization
• Avoiding Common Challenges
• Ethics and ML
• Paths to Implementation
Exam & Certification
Successfully passing (65%) the 60-minute examination, consisting of 40 multiple-choice questions, leads to the AIOps Foundation certificate. The certification is governed and maintained by DevOps Institute, a member of the PeopleCert Group.
FAQs
Are there any pre-requisites for this course?
Familiarity with IT terminology and IT related work experience are recommended.
How do I take the exam?
TaUB Solutions will request the examinations together with your registration. The exam will be taken at the end of the course. Results are available within 5 working days.