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AI | ML | Data Management

Innovative continuing education for sustainable success in the dynamic field of AI & ML

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Discover our diverse course overview on AI, ML, and Data Management - ideal for those looking to systematically expand their knowledge in these groundbreaking fields.

Our hands-on trainings cover topics such as technical implementation, ML models, compliance & security, as well as AI officers and AI audits. This way, we specifically prepare beginners and professionals for current and future challenges in AI, Machine Learning, and the increasingly relevant field of "Data Management".

General

Technical Implementation

NEW

AI300: AI Technology Implementer

Learn Python & AI hands-on; Programming, Data Preparation, Machine Learning, Deep Learning; for Data Analysts, BI Experts; no prior knowledge required

3  Days

1:  2026-05-20 -  2026-05-22 (de)
2:  2026-10-12 -  2026-10-14 (de)
With instructor

With instructor

NEW

AI310: AI Technology Professional

Transformer Architecture, Self-Attention, Understanding BERT vs GPT; Attention, Multi-Head, LLMs, Fine-Tuning, Tokenization; Data Scientists, ML Engineers; ML F...

2  Days

1:  2026-06-08 -  2026-06-09 (de)
2:  2026-10-21 -  2026-10-22 (de)
With instructor

With instructor

NEW

AI320: LLM Engineering Bootcamp: From Data to Production

LLM Engineering understand, customize, operate productively; Transformer, Training Pipelines, Fine-Tuning, RAG, Serving, Monitoring; ML Engineers, Data Scientis...

5  Days

1:  2026-06-22 -  2026-06-26 (de)
2:  2026-11-09 -  2026-11-13 (de)
With instructor

With instructor

NEW

AI330: Identity & Access Management in Agentic AI

Secure AI agent integration in enterprises; MCP, IAM, OAuth, governance, access control, audit; IT security, developers; LLM experience, IT knowledge

1,5  Day

1:  2026-04-20 -  2026-04-21 (de)
With instructor

With instructor

UPDATE

AI340: RAG System Implementer

Design and operate RAG systems end-to-end for grounded answers; document pipelines, embeddings, vector search, prompt design; AI developers, architects; Python,...

3  Days

1:  2026-07-06 -  2026-07-08 (de)
2:  2026-11-23 -  2026-11-25 (de)
With instructor

With instructor

NEW

AI350: Vibe Coding for Developers

AI as Coding Copilot, Increase Velocity Without Quality Loss; Vibe Coding Workflow, Prompt Patterns, Testing, Review, Security; Developers, Tech Leads; Programm...

1  Day

1:  2026-04-24 -  2026-04-24 (de)
2:  2026-09-14 -  2026-09-14 (de)
3:  2026-11-06 -  2026-11-06 (de)
With instructor

With instructor

NEW

AI400: AI powered Predictive Analytics

Hands-on introduction to predictive analytics with machine learning—from problem formulation to operations; time series forecasting, risk prediction, anomaly de...

3  Days

1:  2026-07-13 -  2026-07-15 (de)
2:  2026-11-30 -  2026-12-02 (de)
With instructor

With instructor

Compliance & Security

AI010: AI Competency in Accordance with AI Regulation Art. 4

Understanding & Compliant Utilization of AI Systems; AI Fundamentals, Prompting, Ethics, Risk Management; AI Users; IT Basic Knowledge Helpful; Certification

1  Day

1:  2026-06-22 -  2026-06-22 (de)
2:  2026-09-14 -  2026-09-14 (de)
3:  2026-12-07 -  2026-12-07 (de)
With instructor

With instructor

AI120: AIMS Implementation according to ISO/IEC 42001:2023

AIMS Structure; AIMS Implementation, Monitoring according to ISO/IEC 42001; AIMS Implementer; no prerequisites required; Certification

3  Days

1:  2026-03-02 -  2026-03-04 (de)
2:  2026-06-08 -  2026-06-10 (de)
3:  2026-09-21 -  2026-09-23 (de)
4:  2026-12-07 -  2026-12-09 (de)
With instructor

With instructor

AI135: AI Auditor according to ISO/IEC 42001, VDE SPEC 92006, TÜV AI.AM

Auditing, Evaluating, and Auditing AI Systems; for Auditors, Compliance Officers, AI Auditors; Prerequisites: Audit Knowledge; Certification

3  Days

On request

With instructor

With instructor

NEW

AI150: AIMS Auditor/Lead Auditor ISO/IEC 42001:2023

AI audit planning and execution; ISO/IEC 42001 AIMS auditing, team leadership, AI risk assessment, certification process; auditors, compliance managers; AIMS kn...

5  Days

1:  2026-06-22 -  2026-06-26 (de)
2:  2026-10-12 -  2026-10-16 (de)
With instructor

With instructor

UPDATE

AI500: AI Security Specialist

AI Systems Offensive/Defensive Security; Red Teaming, OWASP Top 10 LLMs, Prompt Injection, MITRE ATLAS; IT Security, ML Engineers; AI300 or equivalent

5  Days

1:  2026-05-04 -  2026-05-08 (de)
2:  2026-09-21 -  2026-09-25 (de)
3:  2026-11-30 -  2026-12-04 (de)
With instructor

With instructor

SC225: ISACA™ Advanced in AI Security Management™ (AAISM™) Preparation

Master AI Governance, Risk Management and Security Controls for AI Systems; AI Governance, Risk Assessment, Data Management, Ethics; CISM/CISSP Holders; IT Secu...

2  Days

1:  2026-12-07 -  2026-12-08 (de)
With instructor

With instructor

Leadership

AI100: AI Officer

AI Projects Strategic Planning & Control; AI Security, Governance, Data Protection, Change Management; Executives & IT Managers; IT Fundamentals; Certification

3  Days

1:  2026-06-08 -  2026-06-10 (de)
2:  2026-09-07 -  2026-09-09 (de)
3:  2026-11-02 -  2026-11-04 (de)
With instructor

With instructor

AW145: Generative AI for Executives

Business potential and secure implementation of GenAI; use cases, security, costs, change management; for executives; no prior knowledge required

1  Day

1:  2026-03-24 -  2026-03-24 (de)
2:  2026-10-20 -  2026-10-20 (de)
With instructor

With instructor

DT100: Digital Trust in Practice: Successful Transformation and AI Implementation

Building Digital Trust & Strategically Shaping AI Introduction; Cybersecurity, Data Protection & AI Integration; for Executives; No Prior Knowledge Required

2  Days

On request

With instructor

With instructor

Digital Transformation

Data Management

NEW

DM100: Fundamentals of Data Management & Data Governance

Understanding Data Management & Governance; Roles, Processes, Policies, Metadata, Data Quality; Data Owner, Steward, Manager, Engineer, BI; no prerequisites

1  Day

1:  2026-04-23 -  2026-04-23 (de)
2:  2026-09-15 -  2026-09-15 (de)
With instructor

With instructor

NEW

DM200: Data Governance & Data Asset Management in Practice

Data Governance Implementation; Role Model, Policies, Metadata, Lineage, Data Quality, Issue Management; Data Manager, Steward; DM100 Fundamentals necessary

2  Days

1:  2026-06-10 -  2026-06-11 (de)
2:  2026-10-19 -  2026-10-20 (de)
With instructor

With instructor

NEW

DM250: Data Engineering & DataOps

Developing Scalable Data Pipelines with DataOps; Lakehouse, Streaming, ETL/ELT, Orchestration, CI/CD, Testing, Observability; Data Engineers, Analytics Engineer...

4  Days

1:  2026-06-15 -  2026-06-18 (de)
2:  2026-11-02 -  2026-11-05 (de)
With instructor

With instructor

LLMO/GEO

NEW

AI360: Optimizing Websites for Large Language Models (LLMO/GEO)

AI Search Systems Understanding, Website Optimization for LLM; Macro Context, Knowledge Graphs, Structured Data, Semantic HTML; Marketing, SEO, Content Manager;...

1  Day

1:  2026-04-28 -  2026-04-28 (de)
2:  2026-06-29 -  2026-06-29 (de)
3:  2026-09-28 -  2026-09-28 (de)
4:  2026-12-07 -  2026-12-07 (de)
With instructor

With instructor

Digital Twins

OT500: Digital Twins in Industry 4.0

Concept and Implementation of Digital Twins; Asset Administration Shells, Eclipse BaSyx, KPIs, Product Tracking; for Digital Transformation Officers; IT Skills...

3  Days

On request

With instructor

With instructor

AWS™

Data Analytics

AW233: Practical Data Science with Amazon SageMaker

Create and optimize ML models with SageMaker; Data analysis, Model development; for Developers, Data Scientists; Python basics required; AWS™ certification

1  Day

On request

With instructor

With instructor

AW270: Building Data Lakes on AWS™

Data Lake Creation and Management; AWS™ Lake Formation, Glue, Athena, QuickSight, Data Analysis; for Data Engineers, Solutions Architects; AW120 required

1  Day

On request

With instructor

With instructor

AW271: Building Data Analytics Solutions using Amazon Redshift

Creating data analytics solutions with Amazon Redshift, Data Lakes, Pipelines; data ingestion, storage, processing, ML workloads; for Data Engineers; prerequisi...

1  Day

On request

With instructor

With instructor

AW272: Building Batch Data Analytics Solutions on AWS™

Batch Data Analytics Solutions with EMR; Apache Spark, Hadoop, Hive, HBase, AWS™ Glue Integration; for Data Engineers, Architects; AW120, AW210, AW470 required

1  Day

On request

With instructor

With instructor

AW273: Building Streaming Data Analytics Solutions on AWS™

Implementing Streaming Data Analytics with AWS™ Kinesis/MSK; Pipeline Design, Real-time Processing, Security, Monitoring; Data Engineers, Architects; Prerequisit...

1  Day

On request

With instructor

With instructor

AW274: Data Warehousing on AWS™

Designing cloud-based Data Warehouse solutions with Amazon Redshift; Data analysis, ML models, SQL QEV2, Security; DBAs, Architects; AWS™ fundamentals required

3  Days

On request

With instructor

With instructor

AW320: Amazon SageMaker Studio for Data Scientists

Creation, Training, Deployment and Monitoring of ML Solutions using Amazon SageMaker; for Data Scientists; AW120 and ML knowledge required

3  Days

On request

With instructor

With instructor

AI / ML

AW140: Generative AI Essentials on AWS™

Generative AI successful planning & implementation; prompt engineering, security, governance; for executives, analysts; no prior knowledge required

1  Day

1:  2026-03-23 -  2026-03-23 (de)
2:  2026-10-19 -  2026-10-19 (de)
With instructor

With instructor

NEW

AW141: Agentic AI Foundations

Agentic AI design principles and AWS™ services; Amazon Q, Bedrock Agents, AgentCore, workflow patterns, autonomous agents; for Developers; GenAI & AWS™ basics req...

1  Day

On request

With instructor

With instructor

AW145: Generative AI for Executives

Business potential and secure implementation of GenAI; use cases, security, costs, change management; for executives; no prior knowledge required

1  Day

1:  2026-03-24 -  2026-03-24 (de)
2:  2026-10-20 -  2026-10-20 (de)
With instructor

With instructor

AW330: Developing Generative AI Applications on AWS™

Developing Generative AI Applications with AWS™ Bedrock; LLMs, Prompt Engineering, LangChain, RAG; for Software Developers; AWS120 and Python Knowledge Required

2  Days

1:  2026-03-25 -  2026-03-26 (de)
2:  2026-10-21 -  2026-10-22 (de)
With instructor

With instructor

NEW

AW180: Exam Prep: AWS™ Certified AI Practitioner

Exam preparation AWS™ Certified AI Practitioner; AI, ML, generative AI, foundation models; for IT Professionals; 6 months AI/ML experience required; certificatio...

1  Day

On request

With instructor

With instructor

Machine Learning

AW234: MLOps Engineering on AWS™

Automate MLOps processes and ML models; SageMaker, Monitoring, Pipeline Automation; for DevOps Engineers; AW120, AW350, AW440 required; AWS™ Certification

3  Days

On request

With instructor

With instructor

AW235: Machine Learning Engineering on AWS™

Build, deploy, and operationalize ML solutions on AWS™; SageMaker, MLOps, CI/CD pipelines, monitoring; for ML engineers, DevOps; Python skills required

3  Days

1:  2026-11-09 -  2026-11-11 (de)
With instructor

With instructor

NEW

AW290: Exam Prep: AWS™ Certified Machine Learning Engineer – Associate

Exam Preparation AWS™ Certified Machine Learning Engineer Associate; Data Preprocessing, ML Model Development; for ML Engineers; ML Basics Required; Certificatio...

1  Day

On request

With instructor

With instructor