Course Code: chatbotaiagents
Duration: 14 hours
Prerequisites:
  • 程式設計基礎知識
  • 熟悉 Python 語法
  • 渴望瞭解 AI 技術

觀眾

  • AI 初學者
  • 程式設計器
  • 探索聊天機器人和 AI 代理的愛好者
Overview:

AI 代理是現代人工智慧中的重要工具,可在各種應用程式中實現自動化和交互。構建聊天機器人是進入 AI 代理世界的一個令人興奮的切入點。本課程提供有關使用自然語言處理工具設計、構建和部署您的第一個聊天機器人的分步指導。

這種由講師指導的現場培訓(在線或現場)面向希望瞭解 AI 代理工作原理並構建自己的互動式聊天機器人系統的初級專業人士。

在本次培訓結束時,參與者將能夠:

  • 瞭解 AI 代理及其應用程式的基礎知識。
  • 探索自然語言處理 (NLP) 的原理。
  • 為聊天機器人設計對話流。
  • 使用 Python 和相關工具開發功能性聊天機器人。
  • 部署聊天機器人以與真實使用者交互。

課程形式

  • 互動講座和討論。
  • 大量的練習和練習。
  • 在即時實驗室環境中動手實施。

課程自定義選項

  • 要申請本課程的定製培訓,請聯繫我們進行安排。
Course Outline:

AI 代理和聊天機器人簡介

  • 什麼是 AI 代理?
  • 聊天機器人的類型:基於規則與 AI 驅動
  • 聊天機器人在各行業的應用

基礎知識 Natural Language Processing (NLP)

  • NLP 概述及其在聊天機器人中的作用
  • 分詞、詞幹提取和詞形還原
  • 瞭解意向和實體

規劃您的聊天機器人

  • 定義聊天機器人的用途和範圍
  • 設計聊天流
  • 為聊天機器人響應創建訓練數據集

開發您的第一個聊天機器人

  • 設置開發環境
  • 使用 Python 和 Flask 構建一個簡單的聊天機器人
  • 為對話實現基本的 NLP 功能

提高聊天機器人的性能

  • 添加回退和錯誤處理機制
  • 使用外部 API 增強回應
  • 測試和調試您的聊天機器人

部署您的聊天機器人

  • 在本地伺服器上託管您的聊天機器人
  • 將聊天機器人與消息傳遞平臺集成
  • 確保可擴充性和性能

道德考慮和最佳實踐

  • 確保用戶數據隱私和安全
  • 設計包容且公正的聊天機器人
  • 保持 AI 交互的透明度

探索高級聊天機器人功能

  • 使用機器學習改進對話
  • 整合情緒分析
  • Rasa 等高級框架概述

總結和後續步驟

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