11.05 - 13.05.2026Online
tecnovy GmbHGerman
€ 2.290,00Visit
iSAQB® SWARC4AI - Advanced Level Certification
Advanced
The iSAQB Advanced Level SWARC4AI (Software Architecture for AI Systems) course teaches software architects how to design modern architectures for AI and machine learning systems. Participants learn how to integrate AI components, data pipelines, and machine learning models into scalable and maintainable software architectures.
Description
The iSAQB Advanced Level SWARC4AI (Software Architecture for AI Systems) course teaches software architects how to design modern architectures for AI and machine learning systems. Participants learn how to integrate AI components, data pipelines, and machine learning models into scalable and maintainable software architectures.
The training focuses on key topics such as AI system design, model integration, data management, and operational reliability. It also covers architectural decisions that support secure, transparent, and compliant AI solutions.
After the course, participants understand how to design robust software architectures for AI-driven applications and manage the lifecycle of AI components in complex IT environments.
Upcoming Sessions
3 sessionsWhat You Will Learn
The iSAQB Advanced Level SWARC4AI (Software Architecture for AI Systems) course covers the architectural principles and methods required to design and operate AI based software systems.
Introduction to AI System Architecture
Understanding how AI systems differ from traditional software systems and what architectural challenges arise when integrating machine learning.
AI Components and System Design
Designing architectures that include machine learning models, data pipelines, and AI services.
Data Management for AI Systems
Managing data collection, preparation, and data flows that support machine learning models.
Model Integration and Deployment
Integrating trained models into software systems and managing model deployment and updates.
Operational Aspects of AI Systems
Monitoring, maintaining, and improving AI systems in production environments.
Quality Attributes for AI Architectures
Addressing performance, reliability, scalability, and security in AI based systems.
Governance and Responsible AI
Understanding transparency, accountability, and regulatory considerations such as AI governance requirements.
Architectural Patterns for AI Applications
Exploring common architecture patterns used in AI enabled software systems.
Certification & Exam
The SWARC4AI training is an accredited module within the iSAQB Certified Professional for Software Architecture – Advanced Level (CPSA-A) program. By attending the course, participants receive 30 credit points that contribute to the requirements for the CPSA-A certification exam.
The credit points are distributed across the iSAQB competence areas as follows:
20 points in Technical Competence
10 points in Methodological Competence
0 points in Communicative Competence
To qualify for the CPSA-Advanced Level certification, participants must:
Hold the CPSA-Foundation Level (CPSA-F) certificate
Have at least three years of professional experience in IT, including work on software systems
Collect a minimum of 70 credit points from Advanced Level training modules
Cover all three competence areas with at least 10 points each
After meeting these requirements, candidates complete the CPSA-A certification task, which typically involves working on a practical architecture assignment and discussing the solution with independent examiners.
Completing the SWARC4AI module therefore contributes directly to the path toward the iSAQB CPSA-A certification, while also providing an official certificate of participation for the training itself.
What You Will Achieve
After the training, you will be able to:
Understand and plan AI-based system architectures
Analyze typical requirements and risks of AI systems
Evaluate uncertainty, black-box behavior, and data dependencies
Address technical and regulatory demands, including the EU AI Act
Apply architectural patterns for traditional and generative AI
Integrate MLOps into modern system architectures
Design solutions for integrating AI into existing environments
Training Providers
1 providerFAQs
SWARC4AI is an Advanced Level module called Software Architecture for AI Systems. It teaches software architecture concepts for building AI systems, including machine learning and generative AI, and how to integrate AI parts into classic software systems.
Get Custom In-house Training
Post once, get competitive offers from multiple providers. Choose the one that fits your team.
Customized to your team's needsCompetitive offers from multiple providersFlexible scheduling and location
Request OffersSimilar Trainings
iSAQB® Foundation Level Certification (CPSA-F)
The iSAQB Foundation Level (CPSA-F) training covers software architecture design and documentation for small and medium systems. It teaches architects and developers how to turn requirements into technical structures. Key topics include: Architect roles and definitions. Design patterns and principles. Documentation methods for decisions. Quality evaluation techniques. Practical exercises and theory prepare participants for the official CPSA-F exam.
View Details81 sessions
iSAQB® ADOC - Architecture Documentation Certification
The iSAQB® Architecture Documentation (ADOC) training is an Advanced Level module within the Certified Professional for Software Architecture (CPSA-A) program. The course shows how to document software architectures in a clear and structured way so that developers, architects, and stakeholders can understand and use them in real projects. Participants learn how to create architecture documentation that supports communication, decision making, and long term system maintenance. The training uses well known methods such as arc42 , common diagram types, and clear documentation rules that are widely used in professional software architecture work. The course also explains how good documentation helps teams share knowledge, reduce misunderstandings, and keep systems maintainable as they grow. Through practical examples and exercises, participants learn how to describe architecture decisions, structure documentation, and present complex systems in a simple and consistent way.
View Details0 sessions
iSAQB® AGILA - Agile Software Architecture Certification
The iSAQB® AGILA module is an Advanced Level training course within the Certified Professional for Software Architecture – Advanced Level (CPSA-A) program. The course focuses on how software architecture works in agile development environments. Participants learn how to design and evolve software systems in agile teams where architectural responsibility is shared . The training shows how architects and developers make architecture decisions during short development cycles while keeping systems stable and maintainable. The course also explains how to balance architecture, speed, and quality in agile projects. Topics include collaborative design practices, continuous architecture work, and practical approaches for identifying and managing technical debt during iterative development.
View Details3 sessions
iSAQB® ARCEVAL - Architecture Evaluation Certification
The iSAQB ARCEVAL course teaches systematic methods to evaluate software architectures. This module of the Certified Professional for Software Architecture (CPSA) Advanced Level helps professionals verify if a system meets its quality requirements. ATAM: Identifying risks and design trade-offs. Quality Models: Using ISO/IEC 25010 to define software quality. Review Techniques: Performing audits using checklists and walkthroughs. Economic Evaluation: Analyzing the cost-benefit of technical decisions. This training is for software architects and senior developers who must justify technical choices. Participants learn to document results and provide clear recommendations. Completion provides credit points toward the iSAQB CPSA-A certificate.
View Details3 sessions
iSAQB® CLOUDINFRA - Advanced Level Certification
The iSAQB® CLOUDINFRA Training will familiarize you with the underlying concepts and implementation methods of dynamic cloud-native architectures . How can you operate applications reliably with containers, which methods can be used to set up a target-oriented monitoring system, how can you create a demand-oriented alerting system?
View Details9 sessions
iSAQB® DDD - Domain Driven Design Training
iSAQB® Domain Driven Design (DDD) is an advanced iSAQB module where you can learn to develop a language and use DDD models to connect different applications. Using the sample apps, you can learn the individual steps in DDD training in tecnovy. It is an application-oriented and high-quality software architecture.
View Details8 sessions