Artificial Intelligence and Machine Learning Courses

AIOps Foundation

  • Length 2 days
  • Price  NZD 1900 exc GST
  • Version v1.1
  • Inclusions Exam voucher
Course overview
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Why study this course

This AIOps Foundation℠ course introduces the history, background, technologies, organisational challenges and strategies towards applying artificial intelligence for IT Operations, or AIOps, a rapidly growing industry driven by the rapidly evolving IT operational environments of cloud native applications. It is tailored for those focused on understanding basic concepts, implementations, use cases, and benefits.

The course covers the origins of AIOps, including the history behind the term, patterns that preceded it, and the technological context in which it has evolved. Learners will gain an understanding of the processes of combining Big Data analytics, Machine Learning algorithms, Generative AI, automation, and optimisation into a single platform.

You'll be introduced to key principles and foundational concepts, along with the core technologies of AIOps: Big Data and Machine Learning. You'll also be provided with an understanding of how and why digital transformation, together with the evolution of Machine Learning and Generative AI, have brought about the rise of AIOps as an indispensable tool in today’s IT Operational landscape.

Core technologies of Big Data, Machine Learning and Generative AI are discussed, as well as the basic concepts of artificial intelligence, different types of Machine Learning models that can be implemented, the relationship between AIOps and MLOps, as well as DevOps and Site Reliability.

This foundation course provides the learner with a solid understanding of the benefits of implementing AIOps in the organisation, including common challenges and key steps in ensuring valuable and successful integration of artificial intelligence in the day-to-day operations of information technology solutions.

Practical, real-world exercises are used to apply the concepts covered in the course and sample documents, templates, tools, and techniques will be provided to use after the course.

After this course, you'll be well-positioned to successfully complete the AIOps Foundation certification exam.

Inclusions
  • Learner Workbook (excellent post-course reference)

  • Quick Reference Guide (QRG)

  • Glossary of terms

  • Unique exercises designed to apply concepts

  • Exam voucher

  • Sample documents, templates, tools, and techniques

  • Access to additional value-added resources and communities

Examination

This course pricing includes an exam voucher to sit an online proctored exam through PeopleCert. A sample exam paper will be discussed during class to assist with preparation.

  • 60 minutes

  • 40 multiple-choice questions

  • Answer 26 questions correctly (65%) to pass

  • Closed book

Aligns to certification

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What you’ll learn

Participants will develop a practical understanding of:

  • Basic concepts, industry contexts, and key principles of AIOps

  • Concepts and principles of core technologies required for AIOps implementation

  • The changes in organisational mindset and required skill sets for deploying AIOps

  • How to evaluate the performance of an AIOps implementation using industry standard metrics

  • Challenges and opportunities that arise when looking to deploy AIOps in the organisation

  • Key considerations and strategies required to succeed in promoting and delivering AIOps in your organisation


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DevOps Institute at Lumify Work

Lumify Work is proud to be ANZ's only Platinum Partner of PeopleCert, and an Accredited Training Organisation for PeopleCert's DevOps courses and certifications.

The DevOps Institute (DOI) brings enterprise-level DevOps training courses and certifications to the IT market, setting the standard in quality.


Who is the course for?

This AIOps course and the associated certification are suitable for IT professionals including anyone focused on IT Operations, and anyone interested in software in today’s IT landscape.

Specific roles that will benefit include:

  • AIOps architects and engineers

  • AIOps platform and tool providers

  • Business managers and stakeholders

  • Cloud engineers

  • Data engineers and scientists

  • DevOps engineers and practitioners

  • IT directors

  • IT managers

  • IT security analysts

  • IT team leaders

  • Scrum Masters and Product Owners

  • Site reliability engineers

  • Software engineers

  • System integrators


Course subjects

Module 1: AIOps Foundation

  • History and predecessors

  • Core technologies and basic concepts

  • AIOps capability chain

Module 2: AIOps in the Organisation

  • Drivers and influences

  • AIOps and DevOps

  • AIOps and Site Reliability Engineering

  • AIOps and security

Module 3: Core Technologies: Data

  • What is Big Data?

  • Five Vs of Big Data

  • AIOps data sources and types

  • From source to AIOps

Module 4: Core Technologies: Machine Learning (ML) and Generative AI (GenAI)

  • AI, ML, and GenAI

  • How ML models learn

  • Supervised versus unsupervised

  • Analytics versus 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 Organisational 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 Organisation

  • Avoiding common challenges

  • Ethics and ML

  • Path to implementation

Module 9: Exam Preparation

  • Exam requirements, question weighting, and terminology list

  • Sample exam review


Prerequisites

It is recommended that participants have:

  • Familiarity with IT terminology

  • IT-related work experience


PeopleCert Exams

All PeopleCert exams are now conducted via online proctoring, with an improved web-based platform released in February 2024. Candidates can schedule their exam for any time within the voucher validity period of 12 months, to be taken anywhere, on any Windows or Mac computer. Live proctors will guide and invigilate the exam process. For full details please see PeopleCert's Guidelines for Web-Based Exam Driver.

To comply with PeopleCert requirements, Lumify Work cannot provide PeopleCert training courses (ITIL®, Lean Six Sigma, DevOps Institute, MoP®, M_o_R®, MSP®, P3O®, PRINCE2®, and PRINCE2 Agile®) without the corresponding official exam.


Terms & Conditions

The supply of this course by Lumify Work is governed by the booking terms and conditions. Please read the terms and conditions carefully before enrolling in this course, as enrolment in the course is conditional on acceptance of these terms and conditions.


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