Course Code: aiatgqe
Duration: 14 hours
Prerequisites:
  • 具备软件测试、测试规划或QA自动化经验
  • 熟悉JUnit、PyTest或Selenium等测试框架
  • 对CI/CD管道和DevOps环境有基本了解

受众

  • QA工程师
  • 测试开发工程师(SDETs)
  • 在敏捷或DevOps环境中工作的软件测试人员
Overview:

AI-Augmented Test Generation and Quality Engineering 探讨人工智慧工具和大型语言模型(LLMs)如何提升测试覆盖率、加速测试创建,并增强品质保证流程。

这项由讲师引导的培训(线上或线下)针对中级 QA 专业人士,旨在利用 AI 驱动的工具和实践自动化并提升测试策略。

培训结束后,参与者将能够:

  • 使用 AI 工具和提示生成单元、整合和 UI 测试。
  • 利用 LLMs 进行探索性测试、边界案例发现和回归分析。
  • 使用 AI 辅助分类,对测试失败和异常进行分组和优先排序。
  • 将基于 AI 的测试整合到 CI/CD 管道中,以提高发布信心。

课程形式

  • 互动式讲座和讨论。
  • 大量练习和实践。
  • 在实时实验室环境中进行实际操作。

课程定制选项

  • 如需为此课程定制培训,请联系我们进行安排。
Course Outline:

Software Testing 中的 AI 简介

  • AI 在测试和 QA 中的能力概述
  • 现代测试工作流程中使用的 AI 工具类型
  • AI 驱动的质量工程的益处与风险

用于测试案例生成的 LLMs

  • 为生成单元和功能测试进行提示工程
  • 创建参数化和数据驱动的测试模板
  • 将用户故事和需求转换为测试脚本

探索性和边缘案例测试中的 AI

  • 使用 AI 识别未测试的分支或条件
  • 模拟罕见或异常的使用场景
  • 基于风险的测试生成策略

自动化 UI 和回归测试

  • 使用 Testim 或 mabl 等 AI 工具创建 UI 测试
  • 通过自愈选择器维护稳定的 UI 测试
  • 代码更改后基于 AI 的回归影响分析

故障分析与测试优化

  • 使用 LLM 或 ML 模型对测试失败进行聚类
  • 减少不稳定的测试运行和警报疲劳
  • 基于历史洞察优先执行测试

CI/CD 管道集成

  • 在 Jenkins、GitHub Actions 或 GitLab CI 中嵌入 AI 测试生成
  • 在拉取请求期间验证测试质量
  • 管道中的自动化回滚和智能测试门控

QA 中 AI 的未来趋势与负责任使用

  • 评估 AI 生成测试的准确性和安全性
  • Go治理和 AI 增强测试过程的审计跟踪
  • AI-QA 平台和智能可观测性的趋势

总结与下一步

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