- 程式设计基础知识
- 熟悉 Python 语法
- 渴望了解 AI 技术
观众
- AI 初学者
- 程式设计器
- 探索聊天机器人和 AI 代理的爱好者
AI 代理是现代人工智慧中的重要工具,可在各种应用程式中实现自动化和交互。构建聊天机器人是进入 AI 代理世界的一个令人兴奋的切入点。本课程提供有关使用自然语言处理工具设计、构建和部署您的第一个聊天机器人的分步指导。
这种由讲师指导的现场培训(在线或现场)面向希望了解 AI 代理工作原理并构建自己的互动式聊天机器人系统的初级专业人士。
在本次培训结束时,参与者将能够:
- 了解 AI 代理及其应用程式的基础知识。
- 探索自然语言处理 (NLP) 的原理。
- 为聊天机器人设计对话流。
- 使用 Python 和相关工具开发功能性聊天机器人。
- 部署聊天机器人以与真实使用者交互。
课程形式
- 互动讲座和讨论。
- 大量的练习和练习。
- 在即时实验室环境中动手实施。
课程自定义选项
- 要申请本课程的定制培训,请联系我们进行安排。
AI 代理和聊天机器人简介
- 什么是 AI 代理?
- 聊天机器人的类型:基于规则与 AI 驱动
- 聊天机器人在各行业的应用
基础知识 Natural Language Processing (NLP)
- NLP 概述及其在聊天机器人中的作用
- 分词、词干提取和词形还原
- 了解意向和实体
规划您的聊天机器人
- 定义聊天机器人的用途和范围
- 设计聊天流
- 为聊天机器人响应创建训练数据集
开发您的第一个聊天机器人
- 设置开发环境
- 使用 Python 和 Flask 构建一个简单的聊天机器人
- 为对话实现基本的 NLP 功能
提高聊天机器人的性能
- 添加回退和错误处理机制
- 使用外部 API 增强回应
- 测试和调试您的聊天机器人
部署您的聊天机器人
- 在本地伺服器上托管您的聊天机器人
- 将聊天机器人与消息传递平台集成
- 确保可扩充性和性能
道德考虑和最佳实践
- 确保用户数据隐私和安全
- 设计包容且公正的聊天机器人
- 保持 AI 交互的透明度
探索高级聊天机器人功能
- 使用机器学习改进对话
- 整合情绪分析
- Rasa 等高级框架概述
总结和后续步骤
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