Thank you for sending your enquiry! One of our team members will contact you shortly.
Thank you for sending your booking! One of our team members will contact you shortly.
Course Outline
Introduction to Advanced XAI Techniques
- Review of basic XAI methods
- Challenges in interpreting complex AI models
- Trends in XAI research and development
Model-Agnostic Explainability Techniques
- SHAP (SHapley Additive exPlanations)
- LIME (Local Interpretable Model-agnostic Explanations)
- Anchor explanations
Model-Specific Explainability Techniques
- Layer-wise relevance propagation (LRP)
- DeepLIFT (Deep Learning Important FeaTures)
- Gradient-based methods (Grad-CAM, Integrated Gradients)
Explaining Deep Learning Models
- Interpreting convolutional neural networks (CNNs)
- Explaining recurrent neural networks (RNNs)
- Analyzing transformer-based models (BERT, GPT)
Handling Interpretability Challenges
- Addressing black-box model limitations
- Balancing accuracy and interpretability
- Dealing with bias and fairness in explanations
Applications of XAI in Real-World Systems
- XAI in healthcare, finance, and legal systems
- AI regulation and compliance requirements
- Building trust and accountability through XAI
Future Trends in Explainable AI
- Emerging techniques and tools in XAI
- Next-generation explainability models
- Opportunities and challenges in AI transparency
Summary and Next Steps
Requirements
- Solid understanding of AI and machine learning
- Experience with neural networks and deep learning
- Familiarity with basic XAI techniques
Audience
- Experienced AI researchers
- Machine learning engineers
21 Hours
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 4800 € + VAT*
Contact us for an exact quote and to hear our latest promotions
