Introduction to AI Programming for Public Sector Innovation 培训
AI Programming 是编程工具和技术的实际应用,用于创建智能系统,以协助自动化、分析和服务增强。
本课程为讲师指导的培训(线上或线下),面向在AI领域经验有限或正在发展的公共部门专业人员,他们支持创新、研究或运营转型,并希望获得实际编程技能,以探索如何在政府工作流程中构建和应用AI工具。
通过本培训,学员将能够:
- 理解核心AI概念,包括大型语言模型、API和智能自动化。
- 编写简单的Python脚本来调用AI服务并处理结构化数据。
- 使用AI创建原型,用于摘要、分类或聊天机器人开发等任务。
- 评估公共部门AI开发的风险和限制(隐私、可解释性、合规性)。
课程形式
- 互动讲座和讨论。
- 在公共部门示例中实际使用Python和LLM API。
- 专注于数据分析、内容自动化和工作流程原型的指导练习。
课程定制选项
- 如需根据您部门的工作流程或内部工具定制本课程,请联系我们安排。
课程大纲
AI基础 Programming
- 什么是AI编程?关键概念与范例
- 公共部门中的AI应用:聊天机器人、摘要工具、智能搜索
- AI模型与传统编程逻辑的对比
AI入门 Python
- 编写你的第一个 Python 脚本
- 处理数据结构与控制逻辑
- AI编程的库:requests、pandas、json
使用AI API
- 什么是API?安全地使用AI模型 Access
- 向模型发送文本与结构化数据
- 使用 OpenAI、Cohere 或 Hugging Face API
创建简单的AI工具
- 构建文件摘要工具
- 为公民服务开发聊天机器人原型
- 使用AI自动标签公共数据集
评估输出与限制
- 理解概率性AI行为
- 提示工程与管理输出质量
- 对原型进行红队测试以检测偏见与幻觉
合规、伦理与负责任的开发
- 政府中的隐私与可解释性要求
- 开源与专有模型的优缺点
- 安全实验与扩展的检查清单
总结与下一步
要求
- 具备电子表格或结构化数据的基本使用经验
- 熟悉公共部门服务交付或分析任务
- 无需编程经验(将涵盖入门Python内容)
受众
- 探索在日常工作流程中使用AI的公务员和分析师
- 寻求AI集成实践技能的数字政府专业人士
- 政府中的创新、转型和研究团队
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