LAPT
London Academy of Professional Training
Master Certificate
Level 6-7
Leadership
ISO IT & Related Technologies
ISO 24029 — Assessment of Robustness of Neural Networks
REF: IIT-AII-24029
Prerequisites
None
Awarding Body: LAPT — London Academy of Professional Training
Curriculum Overview
1
Leadership in AI Projects
2
Designing Resilient Neural Networks
Understanding Neural Network Architectures and Components
Principles of Robustness in Neural Networks
Techniques for Enhancing Neural Network Robustness
Testing and Evaluating Neural Network Robustness
Real-World Applications and Case Studies of Resilient Neural Networks
3
Data Analysis and Interpretations
Fundamentals of Data Analysis in Neural Networks
Statistical Methods for Data Interpretation
Validation Techniques for Robustness Assessment
Data Visualization and Reporting Results
Advanced Analytical Techniques for Neural Network Optimization
4
ISO Standards and Compliance
Understanding ISO Standards in Artificial Intelligence
Overview of ISO 24029 and Its Objectives
Framework for Assessing Neural Network Robustness
Compliance Requirements and Implementation Strategies
Case Studies and Future Trends in ISO Compliance
5
Assessment Techniques for AI Systems
Foundations of AI System Assessment Techniques
Evaluating Neural Network Architectures
Robustness Metrics and Measurement Methods
Testing Strategies for AI System Resilience
Future Trends in AI Robustness Assessment
6
Foundations of Neural Network Robustness
Understanding Neural Networks: Fundamentals and Architecture
Identifying Vulnerabilities: Common Weaknesses in Neural Networks
Testing for Robustness: Methodologies and Tools
Mitigation Strategies: Enhancing Neural Network Resilience
Assessment Compliance: Aligning with ISO 24029 Standards
Assessment Breakdown
Passing Mark: 325 / 500 (65%)
How to Enrol
Website: lapt.org
Email: info@lapt.org
Phone: +44 7513 283044
Address: 85 Great Portland Street, W1W 7LT, United Kingdom
Hours: Monday – Friday, 9AM – 5PM