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 探討人工智慧工具和大型語言模型(LLMs)如何提升測試覆蓋率、加速測試創建,並增強品質保證流程。

這項由講師引導的培訓(線上或線下)針對中級 QA 專業人士,旨在利用 AI 驅動的工具和實踐自動化並提升測試策略。

培訓結束後,參與者將能夠:

  • 使用 AI 工具和提示生成單元、整合和 UI 測試。
  • 利用 LLMs 進行探索性測試、邊界案例發現和回歸分析。
  • 使用 AI 輔助分類,對測試失敗和異常進行分組和優先排序。
  • 將基於 AI 的測試整合到 CI/CD 管道中,以提高發布信心。

課程形式

  • 互動式講座和討論。
  • 大量練習和實踐。
  • 在實時實驗室環境中進行實際操作。

課程定制選項

  • 如需為此課程定制培訓,請聯繫我們進行安排。
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

Sites Published:

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