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Autonomy Safety

UL认证机器学习在自动驾驶安全领域的应用培训

此培训为期两天，主要介绍机器学习在汽车安全方面的应用，以及专业的汽车安全框架。

此为期两天的培训课程会专门介绍机器学习(ML)在汽车安全方面的应用。指导参与者在汽车安全框架中开发ML组件，包括功能安全(FuSa)和预期功能安全(SOTIF)。

此外，培训内容还涵盖最新自动驾驶安全标准的参考信息，具体包括：

  • UL 4600，自动驾驶产品安全评估标准。
  • ISO/TR 4804:2020，道路车辆 - 自动驾驶系统的安全和网络安全 - 设计、验证和确认。
  • ISO/IEC DTR 5469，人工智能 - 功能安全和AI系统。
  • ISO/PAS 8800，道路车辆 - 安全和人工智能。
  • ISO/IEC TR 24029-1:2021，人工智能 (AI) - 神经网络稳健性评估 - 第1部分：概述。
  • ISO/IEC DIS 24029-2，人工智能(AI) - 神经网络稳健性评估 - 第2部分：使用形式化方法的方法论。
See Dates

Key Takeaways

第1天

  • 引言。
  • 汽车安全和人工智能标准。
  • 将AI部署到系统中。
  • 保证AI安全需要考虑的因素。
  • 运行示例。
  • 规范和设计（特定于SOTIF）。
  • 人工智能安全文化。
  • 概念阶段。
  • 系统开发阶段

第2天

  • 硬件开发阶段。
  • 软件开发阶段。
  • 验证和确认(V&V)策略。
  • 软件验证阶段。
  • 硬件验证阶段。
  • 系统验证阶段。
  • 车辆验证和确认阶段。
  • 评估。
  • 运行、报废、服务和维护。

Target Audience

负责高级驾驶辅助系统(ADAS)和自动驾驶汽车(AV)的工程师，包括：

  • 汽车工程师。
  • 安全工程师。
  • 数据专家。
  • 项目主管。
  • 测试人员。

Prerequisites

  • UL认证人工智能专员。
  • 接受过ML模型开发实践基础培训。
  • 对SOTIF (ISO 21448)和功能安全(ISO 26262)已具备一定了解。

Examination

学员完成培训后，即可在第三天早上参加时长两个小时的认证考试。通过考试的人员将获得UL认证自动驾驶安全专员 - 机器学习(UL-CASP)认证。成功通过UL-CASP考试后，参与者将获得证书和徽章，以此证明其在机器学习方面的专业能力。该认证有效期为三年，期满后个人可以重新认证。

Further Information

在线培训涉及的相关资料均以数字形式提供。线下培训涉及的相关资料也以数字形式提供，同时可能还会有纸质补充材料。另外，学员还必须自行准备相关标准副本。

Course Dates

Dates 地点 Time Language Status Price
2025/4/1 —
2025/4/2		 Virtual 09:00 AM - 05:00 PM CST/CDT English — — —
2025/5/20 —
2025/5/22		 Shanghai, China 09:00 AM - 05:00 PM CST Simplified Chinese — — —
2025/7/22 —
2025/7/24		 Shanghai, China 09:00 AM - 05:00 PM CST Simplified Chinese — — —
2025/9/23 —
2025/9/25		 Shanghai, China 09:00 AM - 05:00 PM CST Simplified Chinese CNY¥11000 REGISTER
2025/10/7 —
2025/10/8		 Virtual 09:00 AM - 05:00 PM CST English $1350 REGISTER
2025/11/18 —
2025/11/20		 Shanghai, China 09:00 AM - 05:00 PM CST Simplified Chinese CNY¥11000 REGISTER
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地点:Onsite-Training
Date:2/7 -2/10/2024
Time:09:00 AM - 05:00 PM
Language:English (EN)
Examination Fee:$Xx per participant
Online Price:#Xx per participant, plus vat
Services Provided by:UL
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Contractual cancellation right

The registration can be cancelled free of charge 30 days before the training date, after which the following rules apply: 

  • 30 days – 14 days before the start of the training: 50% of the participation fee
  • 14 days or less before the start of the training: 100% of the participation fee
  • This shall not apply when a substitute attendee is named. This is possible until the registration at the beginning of the event.

The relevant cut-off date for the calculation of the cancellation period is the first training day of a bindingly booked training.

The cancellation must be declared in writing and sent by email to the training provider.

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The participant may, after receiving the registration confirmation, name a substitute in writing prior to the beginning of the seminar.

This change of reservation is free of charge; seminars spanning several days may be transferred only in their entirety, i.e. attended by one substitute.

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The training provider has the right to change the location of events and/or specify a different date as a substitute. The training provider also reserves the right to cancel dates for organizational reasons (e.g. number of participants too low, illness of the speaker at short notice).

The training provider will notify the participant of the cancellation and of the reason with-out undue delay and will attempt to change the participant's reservation, provided that he agrees to a different date or event location. Otherwise, the full amount of any already paid attendance fee will be refunded in the case of a cancellation; no further claims exist, particularly no refund of travel and/or accommodation cost.

Within UL Solutions we provide a broad portfolio of offerings to many industries. This includes certification, testing, inspection, assessment, verification and consulting services. In order to protect and prevent any conflict of interest, perception of conflict of interest and protection of both our brand and our customers brands, UL Solutions has processes in place to identify and manage any potential conflicts of interest and maintain the impartiality of our conformity assessment services.