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Software Architecture for AI Systems (SWARC4AI)

iSAQB CPSA Advanced Level

7

Scalable Software Architectures for Artificial Intelligence: The SWARC4AI Training

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

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

Benefits of the SWARC4AI Training

  • Practice-Oriented Content: Real-world examples and hands-on exercises are the focus.
  • Cutting-Edge Concepts: Comprehensive knowledge of current trends and technologies is provided.
  • Efficient Integration: Develop hybrid systems that optimally combine machine learning and classical software approaches.

Practical, Compact, and Actionable

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

Upon completion of the training, participants are well-equipped to successfully execute AI projects—from the initial concept to integration into production systems.

Conclusion – Shaping the Future of Software Architecture

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

Detailed Course Content

  1. Introduction to AI Software Architecture
    • Basics 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 societal aspects of AI development
  3. Design and Development of AI Systems
    • Lifecycle of ML projects and best-practice approaches
    • Design patterns for maintainable and scalable AI solutions
  4. Efficient Data Management
    • Data acquisition, labeling, and processing
    • Building robust data pipelines and storage solutions
  5. Quality Attributes and Operation of AI Systems
    • Requirements for hardware, monitoring, and sustainable AI usage
  6. System Architectures and Platforms for Generative AI
    • Integrating AI into existing IT landscapes
    • Future-proof design patterns and evaluation frameworks
  7. Case Studies and Practical Projects
    • Applying learned concepts to real-world scenarios and concrete challenges

Credit Points for CPSA-A Certification

Our advanced training program deepens your knowledge in methodology, technology, and communication, enabling you to earn the 70 required credit points for the CPSA-A® exam. Certification at the Advanced Level requires prior completion of the Foundation Level. Even for software architects who do not pursue certification, our Advanced modules provide invaluable value for their daily work.

Technical Competencies

Methodical Competencies

Communicative Competencies

Available Dates

Do you have an entire team that would like to attend the training?

Then learn more about our in-house trainings and contact us for personal consultation.

EARLY BIRD DISCOUNT

Secure a €150 discount on all 4-day and €100 discount on all 3-day Foundation Level trainings when booking at least 6 weeks before the start date.

iSAQB Curriculum for the Training

Get all the essential information on learning objectives and course content in the iSAQB curriculum for your optimal professional development.

Key Features of Our Trainings

Discover the benefits of our online trainings:
  • Intimate learning environment with a maximum of 12 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 sharing
  • Benefit from regular exercises in the large group as well as in breakout rooms, always accompanied by our skilled trainers
  • Learn from didactically trained and practically experienced instructors
  • Receive training materials and exercise resources included. Get ready for an inspiring and effective learning experience!
Discover the exclusive benefits of our on-site trainings:
  • Intensive learning groups with a maximum of 12 participants
  • Expert and practically experienced instructors
  • Enjoy drinks, snacks, and lunch on all training days – all included
  • Benefit from comprehensive training materials and exercise resources. Experience a first-class training environment that optimally supports your learning experience.

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Contact

+49 (0) 6196 400 893

academy@actit-consulting.com

Alfred–Herrhausen–Allee 3-5, 65760 Eschborn

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