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Software architecture for AI systems (SWARC4AI)

iSAQB CPSA Advanced Level
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Scalable software architectures for artificial intelligence: the SWARC4AI training course

The SWARC4AI training course provides knowledge and tools for developing powerful and scalable software architectures for artificial intelligence (AI). Participants gain practical insights into how machine learning, generative AI and classic software approaches can be combined to create future-proof hybrid systems.

This training is aimed at anyone who wants to efficiently integrate AI solutions into existing IT landscapes while focusing on aspects such as scalability, security and maintainability.

Practical, compact and implementable

The Training combines theoretical knowledge with practical exercises and real case studies. Participants learn how to build data-driven architectures that meet the highest standards of compliance and quality.

After completing the training, participants are well equipped to successfully implement AI projects – from the initial idea to integration into productive systems.

Advantages of SWARC4AI training

► Practical content: Real examples and practical exercises are the focus .
► State-of-the-art concepts: Comprehensive knowledge of current trends and technologies is imparted.
► Efficient integration: Development of hybrid systems that optimally combine machine learning and classic software methods.

Conclusion – Shape the future of software architecture

The SWARC4AI training offers the opportunity to build competencies in modern software architecture for artificial intelligence. Participants expand their expertise and create future-proof solutions.

Training Content in Detail

1. Introduction to AI Software Architecture

► Fundamentals of artificial intelligence, machine learning, deep learning, and generative AI

► Typical use cases and potential risks of AI systems

2. Compliance, Security, and Ethical Challenges

► Data protection laws (e.g., EU AI Act) and security requirements

► Ethical and social aspects in the development of AI

3. Design and Development of AI Systems

► Lifecycle of ML projects and proven process models

► Design patterns for maintainable and scalable AI solutions

4. Efficient Data Management

► Data acquisition, labeling, and processing

► Development of robust data pipelines and storage solutions

5. Quality Characteristics and Operation of AI Systems

► Requirements for hardware, monitoring, and sustainable AI use

6. System Architectures and Platforms for Generative AI

► Integration of AI into existing IT landscapes

► Future-proof design patterns and evaluation frameworks

7. Case Studies and Practical Projects

► Applying what has been learned to real-world scenarios and concrete challenges

Credit Points for CPSA-A Certification

Our advanced training program deepens your knowledge of methodology, technology, and communication, enabling you to earn the 70 credit points required for the CPSA-A® exam. Certification at the advanced level requires completion of the foundation level. Even for software architects who are not seeking certification, our advanced modules provide invaluable knowledge for their daily work.

Technical Skills

Methodological Skills

Communication Skills

iSAQB Training Syllabus

 

 

Get all the important information on learning objectives and training content

in the iSAQB curriculum for your optimal further education.

Download

Attractive features of our training programs

Discover the advantages of our online training:

► Intimate learning environment with a maximum of 10 participants per group
► Use high-resolution video conferencing and digital tools for interactive and collaborative learning
► Experience the feeling of a personal classroom with real-time audio, video and screen transmission
► Benefit from regular exercises in the large group and in breakout rooms, always accompanied by our competent trainers
► Learn from didactically trained and experienced trainers
► Receive training documents and exercise materials included
Get ready for an inspiring and effective learning experience!

Discover the exclusive benefits of our on-site training:

► Intensive learning groups with a maximum of 10 participants
► Technically adept and experienced trainers
► Enjoy drinks, snacks and lunch on all training days – all included
► Benefit from comprehensive training documents and exercise materials
Experience a first-class training environment that optimally supports your learning experience.

Open Dates

EARLY BIRD DISCOUNT

 

Secure a €100 discount when you book at least six weeks before the start date.

The governance topics were found to be particularly helpful – an aspect that is often neglected, especially in the context of regulated environments, and was examined here in a practical way.

Sofia

Software Architect

The fact that the training lasted four days was perceived as a real advantage. There was a feeling that depth and practice weren’t sacrificed for speed—which can easily happen with shorter formats.

Tyler

Lead Entreprise Architect

The content provided inspiration for rethinking development processes. The materials were also praised – structured, clear, and easily usable beyond the training.

Sandro

Full-Stack Developer

Do you have a whole team that would like to attend the training?

Then find out more about our in-house training courses here and contact us for a personal consultation.

Inhouse-Training

Contact

Phone

+49 (0) 6196 400 893

E-Mail

academy@actit-consulting.com

Address

actIT academy & consulting GmbH
Alfred – Herrhausen – Allee 3-5, 65760 Eschborn