Security / Application Security

AI/ML Pipeline Security — MLSecOps in Practice

Why choose this training?

Training on securing MLOps pipelines covering training infrastructure hardening, model registry security, AI model supply chain security, secrets management in ML workflows, vulnerability scanning in ML CI/CD, and production model monitoring. This training combines theoretical knowledge with intensive hands-on exercises, enabling participants to immediately apply their skills in their daily work. The program is designed and delivered by practitioners with real-world experience in the covered domains.

What you will learn

You will gain comprehensive knowledge and practical skills covering all key aspects of ai/ml pipeline security — mlsecops in practice. The program is structured to build competencies progressively, from foundational concepts through advanced techniques to real-world implementation scenarios.

Through hands-on exercises and realistic case studies, you will develop the ability to apply learned concepts in your organization’s context. You will understand both the technical and organizational aspects, enabling you to make informed decisions and implement effective solutions.

After completing the training, you will have actionable knowledge that translates directly into improved security posture and operational capabilities for your team and organization.

Benefits

Understand key concepts of ai/ml pipeline security
Apply practical skills in application security
Design and implement solutions based on best practices
Evaluate risks and threats in the covered domain
Develop action plans for their organization
Integrate new capabilities with existing security processes

Who is this training for?

Security professionals responsible for application security

Security engineers and architects

SOC analysts expanding their competencies

IT managers and team leaders

Consultants and auditors

Prerequisites

Foundational cybersecurity knowledge
Experience in IT security or administration
Familiarity with application security concepts is helpful

Training program

Overview — Training on securing MLOps pipelines covering training infra
Key concepts and definitions
Practical implementation — hands-on exercises
Best practices and common pitfalls
Integration with existing processes
Summary and action items

Overview — model registry security
Key concepts and definitions
Practical implementation — hands-on exercises
Best practices and common pitfalls
Integration with existing processes
Summary and action items

Overview — AI model supply chain security
Key concepts and definitions
Practical implementation — hands-on exercises
Best practices and common pitfalls
Integration with existing processes
Summary and action items

Overview — secrets management in ML workflows
Key concepts and definitions
Practical implementation — hands-on exercises
Best practices and common pitfalls
Integration with existing processes
Summary and action items

Overview — vulnerability scanning in ML CI/CD
Key concepts and definitions
Practical implementation — hands-on exercises
Best practices and common pitfalls
Integration with existing processes
Summary and action items

Delivery Methods

Online

Convenience of participating from anywhere
Interactive live sessions with trainer
Materials available for 30 days
No travel costs

On-site

Direct contact with trainer and group
Intensive hands-on workshops
Networking with other participants
Full focus on learning

Frequently asked questions

Is this training suitable for my experience level?

This training is at intermediate. We assume foundational security knowledge and practical experience. The detailed prerequisites are listed above.

What practical exercises are included?

The training includes hands-on exercises in a prepared lab environment with realistic scenarios. Participants work with industry-standard tools and real-world data.

Will I receive a certificate?

Yes — all participants receive a certificate of completion from EITT along with comprehensive training materials.

Why choose EITT?

EITT has 500+ IT experts, 2500+ delivered trainings, and a 4.8/5 rating. Our cybersecurity trainings are led by practitioners with real-world experience.