Offline training | Autonomous driving AI safety development

Security Overview of AI Algorithms

Autonomous driving AI safety overview

Introduction to autonomous driving AI safety-related standards and specifications (ISO 26262, ISO 21448, ISO 8800, UL4600…)

· Overview of the methodology for safe AI development

Functional safety development and expected functional safety development of autonomous driving AI

Overview of ISO 26262 in autonomous driving AI systems

Introduction to functional safety system design and redundant system of AI system

Functional safety software development for AI systems

Functional safety hardware development for AI systems

· Common functional safety issues - failure rate issues of high computing power SOC chips

Common functional safety issues - Functional safety issues of vehicle-mounted LINUX: Introduction to ISO 8926

· Expected functional safety development of autonomous driving AI algorithms - core methodology

Introduction to common functional deficiencies and triggering conditions of AI algorithm SOTIF

SOTIF security analysis of AI algorithms

Introduction to SOTIF security requirements for AI algorithms

SOTIF testing of AI algorithms

SOTIF verification of AI algorithms: How to meet the requirements of massive verification target mileage

Q&A & Discussion

Cybersecurity development for autonomous driving AI

Cybersecurity protection of AI system infrastructure: Application of ISO 21434

Introduction to common cybersecurity attack and defense methods for AI system infrastructure

Introduction to attacks on AI algorithms themselves

Introduction to AI algorithm countermeasures

Introduction to the intrinsic security of AI algorithms and engineering practice methods

Introduction to ISO 8800

Introduction to security processes and security management for AI algorithm development

AI security architecture

Data security of AI

Introduction to AI algorithm monitoring measures

Introduction to the design of CV monitoring algorithm for AI algorithm

Introduction to uncertainty monitoring algorithms for AI algorithms

Introduction to OOD monitoring algorithm of AI algorithm

Introduction to AI algorithm robustness measures

AI algorithm robustness training measures

· Introduction to test coverage of AI algorithms

Q&A & Discussion