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iSAQB® Training

Designing software architectures for AI and ML systems

iSAQB® CPSA-A® SWARC4AI

20
Technology
10
Methodology
0
Communication
Basics
3 days
12
Seats
German and English
Online and in-person
From
2026-11-23

96%

CPSA-F® exam pass rate

iSAQB® light logo

Also available as in-house training

We run this training exclusively for your team, online or on site.
In-house Offerings

Take your software architecture skills to the next level and learn how to develop robust, customizable architectures for ML and AI systems.

Curriculum

  • Integration of machine learning systems into existing software architectures
  • Designing architectures for data acquisition, processing, persistence and utilization
  • Dealing with architectural requirements such as scalability, maintainability and ethical responsibility
  • Overview of different ML and LLM models and their impact on architecture
  • Recognizing and dealing with problems such as model drift or data bias
  • Integration of LLMs into architecture concepts
  • Legal, ethical and security-related aspects when using AI systems

Audience

This training is just right for you if you:

  • have some experience with machine learning (e.g. simple model training in Python),
  • have a basic understanding of software architecture, DevOps and APIs,
  • are confident in Python and typical libraries such as scikit-learn, pandas or PyTorch,
  • want to develop architectures that sustainably support ML systems.

Description

In our practice-oriented training course “Software Architecture for AI and ML Systems (SWARC4AI)”, you will learn how to successfully integrate ML components into modern software architectures. You will learn what is important when designing long-lasting, scalable and secure architectures for AI-supported systems - from data acquisition and processing to the use of LLMs, operation and further development.

‍

The training is aimed at software architects and developers who have already gained initial experience with machine learning and now want to learn how to embed ML systems sustainably in software architectures.

‍

Our SWARC4AI training is not a frontal event - you will work intensively on practical case studies. In small teams, you will formulate ML problems, prepare data, develop features, select models and train or adapt them. You will exchange ideas with other participants, discuss possible solutions and benefit from different perspectives. Our trainers support you with impulses, questions and assistance - for independent and sustainable learning.

Design your training path

try module kit

About iSAQB®

The International Software Architecture Qualification Board (iSAQB®) brings together leading experts from industry, consulting companies, and science. This includes many people of distinction in the world of software architecture. And all with one goal: competent education and further training – internationally recognized, standardized, certified, and always up to date. We are proud that many of us as curators in iSAQB® have jointly masterminded the curricula and examination tasks.

Trainers

Dr. Felix Kammerlander

Consultant at embarc

Main Skills

Agile software development, requirements engineering, software architecture

Lara Pourabdolrahim

Consultant at INNOQ

Main Skills

Machine Learning, AI

Tobias Scholz

Senior Consultant bei INNOQ

Main Skills

KI-Architekturen, Agentic-Engineering, Testkonzepte

Online Courses

On-site Courses

In-house Training

You can also book this training as an in-house training course exclusively for your team. Please use the enquiry form for more details.

Enquire now

Earn iSAQB® CPSA-A® credit points with these qualifying training courses:

iSAQB® training
Certificate
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iSAQB® CPSA-A® AGENTA

10
Technology
20
Methodology
20
Communication
Basics
Advanced
3 days
12
seats
German and English
Online and In-person
from 2,159.00 €

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Technology
0
Methodology
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Frequently Asked Questions

What is the maximum number of participants in a training session?

For most training sessions, we limit the maximum number of participants to 12 per instructor. This allows us to ensure that you receive the best possible guidance.

Are meals provided during in-person training sessions?

Of course, we’ll take care of your meals during our in-person training sessions. We usually provide snacks twice a day and lunch. Drinks are also available.

Where can I find information about the training session I've already booked?

You can find all the information about your training in our socreatory Navigator. Here, in addition to useful links and information, you’ll find the specific location of the training for in-person sessions and the link to the video call for online sessions.

When and how will I receive my certificate of attendance after the training?

If you have attended at least 75% of the sessions, you will receive a certificate of attendance from us. You can download it from our socreatory Navigator a few days after the training.

Why socreatory?

Beyond the expertise of our trainers and our wide range of training courses, we offer even more compelling reasons to train with us.

All the benefits at your fingertips – download our program overview!

Unique Variety

We offer you the most comprehensive training program for software architecture in the German-speaking region – accredited and certified by iSAQB®.

Powerful IT expertise

Our experienced trainers are renowned experts in the industry and have co-developed 80 percent of the module curricula, both in terms of content and teaching methodology.

Hands-on learning experience

We are committed to providing interactive and engaging learning experiences, ensuring all participants can directly apply what they've learned.

Fair pricing model

The total price is reduced for as few as two participants from your company. Furthermore, you benefit from early bird pricing and enhanced planning certainty.

Looking for team training?

Unlock your team's potential with our specialized software architecture courses. We offer a variety of options, from in-depth iSAQB® training to customized workshops tailored precisely to your company's needs. Discover how these training programs can enhance your team's skills, and take advantage of attractive group and package discounts to maximize the value of your investment.