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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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.
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.
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Activities
Review concepts and definitions related to FastAPI and Dash
Show steps
Builds a solid foundation for comprehending backend API development and interactive dashboards.
Browse courses on
FastAPI
Show steps
-
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
Show steps
Deepen your understanding of GPT-3's capabilities by following a guided tutorial, enhancing your knowledge of natural language processing.
Browse courses on
GPT-3
Show steps
-
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
Show steps
Provides hands-on experience in implementing a chatbot backend API using FastAPI.
Browse courses on
FastAPI
Show steps
-
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
Show steps
Connect with professionals in the field, exchange ideas, and gain insights into the latest trends in AI and chatbot development.
Browse courses on
AI
Show steps
-
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
Show steps
Expands knowledge of FastAPI and Dash by exploring advanced functionalities and techniques.
Browse courses on
FastAPI
Show steps
-
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
Show steps
Provides an immersive learning experience and the opportunity to interact with experts and peers.
Browse courses on
FastAPI
Show steps
-
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
Show steps
Gain hands-on experience building a chatbot using FastAPI, enhancing your understanding of the technology.
Browse courses on
FastAPI
Show steps
-
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
Show steps
Enhances problem-solving skills and deepens understanding of FastAPI and Dash concepts.
Browse courses on
FastAPI
Show steps
-
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
Show steps
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
Show steps
-
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
Show steps
Encourages innovation, collaboration, and the application of skills in a time-bound setting.
Browse courses on
Chatbot Development
Show steps
-
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
Show steps
Reinforces understanding by explaining concepts and providing guidance to others.
Browse courses on
FastAPI
Show steps
-
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
Show steps
Integrates all the skills learned in the course and challenges students to apply them in a comprehensive project.
Browse courses on
Chatbot Development
Show steps
-
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
Review concepts and definitions related to FastAPI and Dash
Show steps
Builds a solid foundation for comprehending backend API development and interactive dashboards.
Browse courses on
FastAPI
Show steps
- 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
Show steps
Deepen your understanding of GPT-3's capabilities by following a guided tutorial, enhancing your knowledge of natural language processing.
Browse courses on
GPT-3
Show steps
- 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
Show steps
Provides hands-on experience in implementing a chatbot backend API using FastAPI.
Browse courses on
FastAPI
Show steps
- 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
Attend a local meetup on AI and chatbots
Show steps
Connect with professionals in the field, exchange ideas, and gain insights into the latest trends in AI and chatbot development.
Browse courses on
AI
Show steps
- 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
Show steps
Expands knowledge of FastAPI and Dash by exploring advanced functionalities and techniques.
Browse courses on
FastAPI
Show steps
- 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
Show steps
Provides an immersive learning experience and the opportunity to interact with experts and peers.
Browse courses on
FastAPI
Show steps
- 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
Show steps
Gain hands-on experience building a chatbot using FastAPI, enhancing your understanding of the technology.
Browse courses on
FastAPI
Show steps
- 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
Show steps
Enhances problem-solving skills and deepens understanding of FastAPI and Dash concepts.
Browse courses on
FastAPI
Show steps
- 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
Show steps
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
Show steps
- 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
Show steps
Encourages innovation, collaboration, and the application of skills in a time-bound setting.
Browse courses on
Chatbot Development
Show steps
- 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
Show steps
Reinforces understanding by explaining concepts and providing guidance to others.
Browse courses on
FastAPI
Show steps
- 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
Show steps
Integrates all the skills learned in the course and challenges students to apply them in a comprehensive project.
Browse courses on
Chatbot Development
Show steps
- 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
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