Course Outline
Introduction to Generative AI
- Defining the scope of generative AI
- Review of generative models (e.g., GANs, VAEs)
- Relevant applications and case studies
The Necessity of Synthetic Data
- Constraints associated with real data
- Privacy and security considerations
- Improving AI model robustness
Generation of Synthetic Data
- Methods for generating synthetic data
- Maintaining data quality and diversity
- Practical workshop: Building your first synthetic dataset
Evaluation of Synthetic Data
- Metrics for judging synthetic data quality
- Comparing performance between synthetic and real data
- In-depth case study analysis
Ethical and Legal Dimensions
- Understanding the ethical framework
- Legal regulations and compliance requirements
- Striking a balance between innovation and responsibility
Advanced Concepts in Data Synthesis
- Synthetic data for unsupervised learning tasks
- Cross-domain data synthesis techniques
- Emerging trends in generative AI
Capstone Project
- Applying concepts to practical real-world scenarios
- Formulating a synthetic data strategy
- Project assessment and feedback
Summary and Future Directions
Requirements
- A solid grasp of fundamental machine learning concepts
- Proficiency in Python programming
- Familiarity with standard data science workflows
Target Audience
- Data scientists
- AI practitioners
Custom Corporate Training
Training solutions designed exclusively for businesses.
- Customized Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
- Flexible Schedule: Dates and times adapted to your team's agenda.
- Format: Online (live), In-company (at your offices), or Hybrid.
Price per private group, online live training, starting from 4350 € + VAT*
Contact us for an exact quote and to hear our latest promotions
Testimonials (4)
Understanding of AI and LLM. How it works and ehat the watchouts and opportunities are!
Henk Jan Beltman - genuine business
Course - Advanced AI Concepts with Perplexity
Comprehensiveness about the backround; how to do a prompt.
Olaf Kannt - Helios Klinikum Krefeld
Course - Generative AI and Prompt Engineering in Healthcare
the tips and recommended prompts that we can take away from this training
Lee Mei Lin - ST Engineering IHQ Pte Ltd
Course - InVideo AI: Creating Engaging Short-Form Videos
use of proper and effective prompt
