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Course Outline
Introduction to Explainable AI
- What constitutes Explainable AI (XAI)?
- The critical role of transparency in AI models.
- Principal challenges in AI interpretability.
Fundamental XAI Techniques
- Model-agnostic methods: LIME, SHAP.
- Explainability approaches specific to model types.
- Providing explanations for decisions made by black-box models.
Practical Application with XAI Tools
- Overview of open-source XAI libraries.
- Integrating XAI into simple machine learning models.
- Visualising explanations and model behaviour.
Challenges in Explainability
- Trade-offs between accuracy and interpretability.
- Limitations inherent in current XAI methods.
- Addressing bias and fairness within explainable models.
Ethical Considerations in XAI
- Comprehending the ethical implications of AI transparency.
- Balancing explainability with model performance.
- Privacy and data protection concerns in XAI.
Real-World Applications of XAI
- Use of XAI in healthcare, finance, and law enforcement.
- Regulatory requirements for explainability.
- Building trust in AI systems through transparency.
Advanced XAI Concepts
- Investigating counterfactual explanations.
- Explaining neural networks and deep learning models.
- Interpreting complex AI systems.
Future Trends in Explainable AI
- Emerging techniques in XAI research.
- Challenges and opportunities for future AI transparency.
- The impact of XAI on responsible AI development.
Summary and Next Steps
Requirements
- A foundational understanding of machine learning concepts.
- Familiarity with Python programming.
Target Audience
- Beginners in the field of AI.
- Data science enthusiasts.
14 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 2600 € + VAT*
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