Training: Implementing generative AI projects

The transformative world of generative AI technologies is currently revolutionizing not only our daily lives but also the workplace. But what exactly lies behind these technologies from a technical standpoint? And how can I easily implement use cases for my own company and develop applications that deliver real value?  

Our training course provides answers to these questions. We provide you with a deeper insight into the technical fundamentals and explain how machine learning concepts work using practical examples. We then focus on empowering you to holistically implement GenAI projects throughout their entire lifecycle. To do this, we combine theory and practice with exciting use cases and tools that you can try out for yourself. By the end of this section, you will independently implement the integration of a model into an application of your choice. Through this hands-on exercise, you will learn how to efficiently integrate current GenAI services via APIs. In a third module, you will learn how to address security and data protection considerations to foster acceptance and trust when introducing GenAI projects.

This training is ideal for anyone who wants to take an active role in shaping their future, gain a deep understanding of generative AI as a key technology, and launch their own projects. Join us to broaden your horizons and develop the skills you need to successfully implement generative AI in your organization.

• You will gain a deeper understanding of the technical concepts behind generative AI
• You will gain insights into assessing the feasibility of GenAI application scenarios and develop an understanding of their opportunities and challenges
• You will learn how to implement your own use cases, from definition through to application integration
• You will gain practical experience by working independently on your own models with expert guidance
• You will gain inspiration for ideas and strategies for implementing AI projects in your company
• You will exchange experiences with other participants and benefit from the creativity-enhancing work environment at Fraunhofer IEM

Introduction

• Overview of Generative AI: Applications, Technologies, Opportunities & Limitations
• Overview of Current Trends
• Managing GenAI Projects: Success Factors & Pitfalls; Approach to Project Planning and Management

Developing Your Own GenAI Project

• Use Cases: Overview & Examples, Characterization & Development
• Model Selection & In-Depth Analysis: Overview of Current LLMs & GenAI Architectures
• AI Tool Overview & Demo: Hands-On Experience with AI Tools
• Model Customization & Implementation: Prompt Engineering, Fine-Tuning, RAG Systems, etc.
• Application integration: Interfaces, optimization & deployment of AI models

GenAI Governance

• Compliance and Risk Management: Security, data protection standards, and legal requirements
• Ethics and Responsibility: Guidelines for ethical use and transparency

The training course is designed for:

• Technical experts who want to understand the technical implementation of GenAI use cases.
• Specialists who wish to deepen their knowledge of GenAI and its applications and implement their own use cases and applications.
• Anyone with a technical interest in the latest developments in GenAI and related tools.

The course is designed for participants from various industries, and the diversity of backgrounds is viewed as an asset.