GenAI Chatbots

Create and Deploy OpenAI-Powered Chatbots

Diana Pholo

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.

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What's inside

Syllabus

Project Overview

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 1-hour 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.

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Activities

Be better prepared before your course. Deepen your understanding during and after it. Supplement your coursework and achieve mastery of the topics covered in GenAI Chatbots: Create and Deploy OpenAI-Powered Chatbots with these activities:

Review concepts and definitions related to FastAPI and Dash

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Builds a solid foundation for comprehending backend API development and interactive dashboards.

Browse courses on FastAPI

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Revisit documentation and tutorials on FastAPI and Dash
Practice creating simple FastAPI endpoints
Build a basic Dash dashboard with simple visualizations

Explore OpenAI's GPT-3 tutorial

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Deepen your understanding of GPT-3's capabilities by following a guided tutorial, enhancing your knowledge of natural language processing.

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Sign up for an OpenAI account and access the GPT-3 playground.
Follow the step-by-step instructions provided in the tutorial.
Experiment with different prompts and observe the responses generated by GPT-3.

Develop a simple chatbot prototype using FastAPI

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Provides hands-on experience in implementing a chatbot backend API using FastAPI.

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Design the chatbot's functionality and user interface
Create a FastAPI app and define the chatbot's API endpoints
Implement core chatbot logic for handling user queries

Nine other activities

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Attend a local meetup on AI and chatbots

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Connect with professionals in the field, exchange ideas, and gain insights into the latest trends in AI and chatbot development.

Browse courses on AI

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Research and identify local meetups related to AI and chatbots.
Register and attend the meetup.
Engage in discussions and ask questions.
Follow up with interesting contacts.

Follow online tutorials on advanced FastAPI and Dash features

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Expands knowledge of FastAPI and Dash by exploring advanced functionalities and techniques.

Browse courses on FastAPI

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Identify specific areas where additional learning is needed
Search for and enroll in online tutorials covering those topics
Follow the tutorials and implement the concepts in practice

Attend a workshop on advanced FastAPI or Dash development

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Provides an immersive learning experience and the opportunity to interact with experts and peers.

Browse courses on FastAPI

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Research and identify relevant workshops
Register for a workshop that aligns with learning goals
Attend the workshop and actively participate

Build a chatbot using FastAPI

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Gain hands-on experience building a chatbot using FastAPI, enhancing your understanding of the technology.

Browse courses on FastAPI

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Create a FastAPI project and set up the backend API.
Integrate Retrieval Augmented Generation and OpenAI's natural language capabilities into the API.
Connect the API to a third-party Dash dashboard.
Deploy the chatbot and dashboard.

Solve coding challenges related to FastAPI and Dash

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Enhances problem-solving skills and deepens understanding of FastAPI and Dash concepts.

Browse courses on FastAPI

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Find coding challenges on platforms like LeetCode or HackerRank
Attempt to solve challenges related to FastAPI and Dash
Review solutions and learn from mistakes

Write a blog post about your chatbot project

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Share your knowledge and experience by creating a blog post about your chatbot project, reinforcing your understanding and potentially inspiring others.

Browse courses on Chatbot Development

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Choose a topic related to your chatbot project.
Research and gather information to support your content.
Write a draft and organize your thoughts clearly.
Edit and refine your blog post for grammar, clarity, and flow.

Participate in a hackathon or competition focused on chatbot development

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Encourages innovation, collaboration, and the application of skills in a time-bound setting.

Browse courses on Chatbot Development

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Identify relevant hackathons or competitions
Form a team or join an existing one
Develop a chatbot solution within the competition timeframe

Mentor other students who are learning FastAPI or Dash

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Reinforces understanding by explaining concepts and providing guidance to others.

Browse courses on FastAPI

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Identify opportunities to mentor others
Provide support and guidance on FastAPI or Dash topics
Reflect on and improve mentoring skills

Develop a fully functional AI-powered chatbot with an interactive dashboard

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Integrates all the skills learned in the course and challenges students to apply them in a comprehensive project.

Browse courses on Chatbot Development

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Design the chatbot's functionality and user interface
Create a robust backend API using FastAPI
Integrate AI capabilities, such as Retrieval Augmented Generation and OpenAI's natural language processing
Develop an interactive dashboard using Dash
Deploy the chatbot and dashboard

Career center

Learners who complete GenAI Chatbots: Create and Deploy OpenAI-Powered Chatbots will develop knowledge and skills that may be useful to these careers: