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GenAI Chatbots: Create and Deploy OpenAI-Powered Chatbots · LearnSpace
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GenAI Chatbots: Create and Deploy OpenAI-Powered Chatbots

Курс от Coursera
Средний≈ 1.8 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

With the increasing demand for personalized and efficient customer service, the rise of chatbots offers organisations a scalable solution to engage with users in real-time and enhance overall customer satisfaction. In the education field, the proliferation of chatbots has revolutionized the way students access information and engage with learning materials. By providing instant, personalized assistance as well as interactive learning experiences, chatbots empower educators to provide more effective support. In this project-based course, we aim to empower learners with the skills to develop an AI-powered chatbot integrated with interactive dashboards. Throughout the course, participants will learn how to leverage FastAPI to build a robust backend API for a chatbot that leverages Retrieval Augmented Generation and OpenAI's natural language capabiilities. The API enables seamless communication with a third-party Dash dashboard. This course is designed for individuals interested in combining AI technologies with web development. No prior experience with FastAPI or Dash is required, but familiarity with Python programming is recommended. The project culminates in the development of a fully functional AI-powered chatbot deployed alongside an interactive dashboard. This hands-on experience offers a practical application of FastAPI and Dash skills, equipping learners with the tools to create innovative chatbot solutions that bridge the gap between AI and web development.

Навыки, которые вы освоите

Restful APIRetrieval-Augmented GenerationDashboard CreationBack-End Web DevelopmentModel DeploymentAI IntegrationsOpenAIInteractive Data VisualizationWeb DevelopmentOpenAI APILarge Language ModelingLLM Application

Программа курса

1 модулей · 12 учебных материалов

01Project Overview12 материалов

Your Learning Journey

Project OverviewЧтениеProject ResourcesЧтениеTask 1: Set up OpenAI API in PythonВидеоTask 2: Create a Document Index Using LlamaIndexВидео

Учитесь у экспертов

Diana Pholo

Преподаватель курса

GenAI Chatbots: Create and Deploy OpenAI-Powered Chatbots
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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 1.8 ч

1 модулей

Язык: Английский

Субтитры: Арабский, Французский, Китайский (Китай), Итальянский, Бразильский португальский, Корейский, Немецкий, Русский, Индонезийский, Испанский, Японский

Часть программы вашего университета
Task 3: Create a REST API Using FastAPIВидео
Practice Activity: Deploy the Chatbot Using FastAPIВидео
Task 4: Create a Basic User Interface Using DashВидео
Task 5: Create a Dashboard to Interface the ChatbotВидео
Cumulative Challenge: Develop an AI-Powered Chatbot Using OpenAI, LlamaIndex, FastAPI, and DashВидео
Test Your KnowledgeЗадание
Key TakeawaysЧтение
Course End Survey - We appreciate your feedback!PLUGIN