Using IMPORTRANGE to Reference Another Google Sheet
November 29, 2023
Article
Recommended experience
Intermediate level
Familiarity with Python programming
No prior experience with FastAPI or Dash is required
Recommended experience
Intermediate level
Familiarity with Python programming
No prior experience with FastAPI or Dash is required
Setup OpenAI and prepare the development environment as well as implement a chatbot by applying context-augmentation to ChatGPT in Python
Deploy the custom chatbot using FastAPI
Create a user interface for the chatbot using Dash
Add to your LinkedIn profile
Only available on desktop
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.
In a video that plays in a split-screen with your work area, your instructor will walk you through these steps:
Set up OpenAI API in Python
Create a document index using LlamaIndex
Create a REST API using FastAPI
Create a basic user interface using Dash
Create a dashboard to interface the chatbot
Familiarity with Python programming
No prior experience with FastAPI or Dash is required
The Coursera Project Network is a select group of instructors who have demonstrated expertise in specific tools or skills through their industry experience or academic backgrounds in the topics of their projects. If you're interested in becoming a project instructor and creating Guided Projects to help millions of learners around the world, please apply today at teach.coursera.org.
Skill-based, hands-on learning
Practice new skills by completing job-related tasks.
Expert guidance
Follow along with pre-recorded videos from experts using a unique side-by-side interface.
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Access the tools and resources you need in a pre-configured cloud workspace.
Available only on desktop
This Guided Project is designed for laptops or desktop computers with a reliable Internet connection, not mobile devices.
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Johns Hopkins University
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You'll learn by doing through completing tasks in a split-screen environment directly in your browser. On the left side of the screen, you'll complete the task in your workspace. On the right side of the screen, you'll watch an instructor walk you through the project, step-by-step.