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Laurie Voss
Get started building full-stack RAG web applications. This course introduces the basics of Retrieval Augment Generation (RAG), including its practical implementation with JavaScript. You’ll assemble an intelligent agent capable of running its own queries. This course will guide you through the process of building a full-stack JavaScript web application, from the API server to a React component that queries your data. You’ll also learn to develop persistent chat that streams your answers to an interactive front-end in real time.
Read more
Get started building full-stack RAG web applications. This course introduces the basics of Retrieval Augment Generation (RAG), including its practical implementation with JavaScript. You’ll assemble an intelligent agent capable of running its own queries. This course will guide you through the process of building a full-stack JavaScript web application, from the API server to a React component that queries your data. You’ll also learn to develop persistent chat that streams your answers to an interactive front-end in real time.
Read more
Get started building full-stack RAG web applications. This course introduces the basics of Retrieval Augment Generation (RAG), including its practical implementation with JavaScript. You’ll assemble an intelligent agent capable of running its own queries. This course will guide you through the process of building a full-stack JavaScript web application, from the API server to a React component that queries your data. You’ll also learn to develop persistent chat that streams your answers to an interactive front-end in real time.
Learn from Laurie Voss, VP of developer relations at LlamaIndex, web developer and the co-founder of npm, the central registry of JavaScript packages.
In this course:
1. Learn to build a RAG application in JavaScript for querying your own data.
2. Develop tools to interact with multiple data sources using a router query engine that intelligently selects the right tool for your queries.
3. Build a full-stack web application step by step, starting with a backend web app and progressing to an interactive React frontend that calls your API to display query results.
4. Learn about production-ready techniques, including persisting your data, chatting with your data, and streaming responses for multiple queries.
5. Create a user-friendly web app that can chat with data using the create-llama command line tool from LlamaIndex.
Start building RAG web applications in JavaScript that allow you to interact with your data using LlamaIndex.
Register for this course and see more details by visiting:
OpenCourser.com/course/6k2jo6/javascript
What's inside
Syllabus
JavaScript RAG Web Apps with LlamaIndex
Get started building full-stack RAG web applications. This course introduces the basics of Retrieval Augment Generation (RAG), including its practical implementation with JavaScript. You’ll assemble an intelligent agent capable of running its own queries. This course will guide you through the process of building a full-stack JavaScript web application, from the API server to a React component that queries your data. You’ll also learn to develop persistent chat that streams your answers to an interactive front-end in real time.
Learn from Laurie Voss, VP of developer relations at LlamaIndex, web developer and the co-founder of npm, the central registry of JavaScript packages.
In this course:
1. Learn to build a RAG application in JavaScript for querying your own data.
2. Develop tools to interact with multiple data sources using a router query engine that intelligently selects the right tool for your queries.
3. Build a full-stack web application step by step, starting with a backend web app and progressing to an interactive React frontend that calls your API to display query results.
4. Learn about production-ready techniques, including persisting your data, chatting with your data, and streaming responses for multiple queries.
5. Create a user-friendly web app that can chat with data using the create-llama command line tool from LlamaIndex.
Start building RAG web applications in JavaScript that allow you to interact with your data using LlamaIndex.
Good to know
Good to know
Know what's good ,
what to watch for , and
possible dealbreakers
Taught by Lama Voss who played a role in the central JavaScript packages registry
Explores Retrieval Augment Generation, which is used across industries
Taught through multiple learning media, including readings and discussion
Involves students interacting with multiple data sources, including LlamaIndex
Develops JavaScript skills which are valuable across many tech disciplines
Examines techniques used to develop real-world projects, including deploying a full-stack web app
Save this course
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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 JavaScript RAG Web Apps with LlamaIndex with these
activities:
Review JavaScript and Node.js
Show steps
Refresh your understanding of JavaScript and Node.js fundamentals to prepare for this course and enhance your grasp of the concepts.
Browse courses on
JavaScript
Show steps
-
Revisit JavaScript syntax and data types
-
Explore Node.js core modules and file I/O
-
Practice writing simple JavaScript and Node.js programs
Review basic JavaScript syntax
Show steps
This course will use JavaScript to build web applications. A review of JavaScript syntax would help build a strong foundation.
Browse courses on
JavaScript
Show steps
-
Review variables, data types, and operators.
-
Review control flow statements like if-else, switch-case, and loops.
-
Review functions and their usage.
Explore 'JavaScript: The Good Parts'
Show steps
Read Douglas Crockford's 'JavaScript: The Good Parts' to dive into JavaScript's core principles and best practices, deepening your understanding of the language.
View
A Million And One Random Digits
on Amazon
Show steps
-
Review the book's insights on JavaScript's design and pitfalls
-
Learn about functional programming and object-oriented principles in JavaScript
-
Apply the book's lessons to your JavaScript code
23 other activities
Expand to see all activities and additional details
Show all 26 activities
Review basic JavaScript
Show steps
Solidifying your understanding of basic JavaScript syntax, variable types, and control structures will prepare you to build effective RAG applications.
Browse courses on
JavaScript
Show steps
-
Revisit a tutorial on basic JavaScript concepts.
-
Practice writing simple JavaScript programs to manipulate data and control flow.
Review JavaScript Fundamentals
Show steps
Reinforce your understanding of JavaScript's core concepts and syntax before delving into RAG applications.
Show steps
-
Review variables, data types, and operators.
-
Practice writing simple functions and control flow statements.
-
Explore object-oriented programming concepts like classes and inheritance.
Review 'Eloquent JavaScript'
Show steps
This book provides a comprehensive overview of JavaScript and can help reinforce concepts learned in the course.
View
Eloquent JavaScript, 3rd Edition: A Modern...
on Amazon
Show steps
-
Read the book and take notes on key concepts.
-
Complete the exercises and challenges in the book.
Join a RAG Study Group
Show steps
Connect with fellow learners to discuss RAG concepts, share tips, and work on projects together.
Browse courses on
Collaboration
Show steps
-
Find or create a study group.
-
Set regular meeting times.
-
Share resources, ask questions, and collaborate on exercises.
Explore the LlamaIndex documentation
Show steps
Familiarize yourself with the LlamaIndex API and its capabilities to effectively build RAG applications.
Browse courses on
LlamaIndex
Show steps
-
Read the LlamaIndex documentation to understand its features, endpoints, and usage.
-
Follow tutorials on building RAG applications with LlamaIndex.
Follow Node.js and Express.js tutorials
Show steps
Enhance your practical skills by following guided tutorials on Node.js and Express.js, building a solid foundation for full-stack web development.
Browse courses on
Node.js
Show steps
-
Set up a Node.js environment and create your first server
-
Develop RESTful APIs using Express.js for handling HTTP requests
-
Implement data persistence using MongoDB or a similar database
-
Deploy your web application to a cloud platform
Complete JavaScript tutorials on event handling
Show steps
Handling user interactions is a key aspect of building web applications. Completing tutorials on event handling will provide hands-on experience.
Browse courses on
JavaScript
Show steps
-
Find tutorials on JavaScript event handling.
-
Follow the tutorials to learn about different event types and how to handle them.
-
Practice implementing event handlers in your own code.
JavaScript coding practice
Show steps
Practice writing JavaScript code to improve proficiency in using JavaScript for building web applications.
Show steps
-
Solve JavaScript coding challenges
-
Contribute to JavaScript coding projects
Build a Basic RAG Chatbot with LlamaIndex
Show steps
Gain hands-on experience building a simple RAG chatbot that interacts with your data using LlamaIndex's API.
Browse courses on
Natural Language Processing
Show steps
-
Set up a LlamaIndex account and API key.
-
Create a simple JavaScript application to handle user input and display query results.
-
Integrate the LlamaIndex API to perform RAG queries and retrieve data.
RAG Query Optimization Exercises
Show steps
Enhance your RAG skills by practicing query optimization techniques to improve performance.
Browse courses on
Query Tuning
Show steps
-
Analyze sample RAG queries and identify potential bottlenecks.
-
Apply techniques such as indexing and query caching.
-
Measure and compare the performance of different query optimizations.
Join a JavaScript study group or online community
Show steps
Engaging with other learners provides opportunities to share knowledge, ask questions, and collaborate on projects.
Browse courses on
JavaScript
Show steps
-
Find and join a JavaScript study group or online community.
-
Participate in discussions and ask questions.
-
Collaborate with others on projects or challenges.
Build a simple RAG application
Show steps
Hands-on practice building a RAG application will reinforce your understanding of the concepts and techniques covered in this course.
Show steps
-
Design a simple RAG application that performs a specific task.
-
Implement the application using JavaScript and the LlamaIndex API.
-
Test and evaluate the functionality of your application.
Attend a JavaScript workshop or conference
Show steps
Attending workshops or conferences provides opportunities to learn from experts, network with other developers, and stay updated on the latest trends in JavaScript.
Browse courses on
JavaScript
Show steps
-
Research and identify relevant JavaScript workshops or conferences.
-
Register and attend the event.
-
Actively participate in sessions and connect with other attendees.
Solve JavaScript coding challenges
Show steps
Solving coding challenges helps improve problem-solving skills, strengthens understanding of JavaScript syntax, and prepares for technical interviews.
Browse courses on
JavaScript
Show steps
-
Find online platforms or resources that provide JavaScript coding challenges.
-
Select challenges that align with the course concepts and difficulty level.
-
Attempt to solve the challenges independently.
-
Review solutions and learn from mistakes.
Contribute to the LlamaIndex Community
Show steps
Enhance your understanding of RAG by contributing to the LlamaIndex open-source project.
Browse courses on
Community Involvement
Show steps
-
Familiarize yourself with the LlamaIndex codebase.
-
Identify potential areas for improvement or feature requests.
-
Submit pull requests with your contributions.
Build a simple JavaScript web application
Show steps
Building a simple web application will provide practical experience in applying JavaScript and understanding how different components work together.
Browse courses on
JavaScript
Show steps
-
Plan the functionality and design of the web application.
-
Write the HTML and CSS code for the application.
-
Write the JavaScript code to implement the application's functionality.
-
Test and debug the application.
Develop a full-stack web application
Show steps
Creating a full-stack web application will provide you with a comprehensive understanding of building and deploying RAG applications.
Show steps
-
Design and architect the application's back-end and front-end components.
-
Implement the back-end API using JavaScript and the LlamaIndex API.
-
Create a React front-end that interacts with the back-end API.
-
Deploy the application to a hosting platform.
Develop a RAG-Powered Web Application
Show steps
Apply your knowledge to create a complete web application that utilizes RAG to search and display data from multiple sources.
Show steps
-
Design the application's architecture and user interface.
-
Implement the backend API using Node.js and the LlamaIndex API.
-
Create a React frontend to interact with the API and present query results.
Build a Personal Knowledge Graph
Show steps
Apply RAG to create a personalized knowledge graph that consolidates and organizes your data from different sources.
Browse courses on
Knowledge Management
Show steps
-
Identify and collect data sources relevant to your interests.
-
Establish a data integration strategy using RAG.
-
Create a knowledge graph that represents the relationships and connections within your data.
Start a personal project involving JavaScript
Show steps
Working on a personal project allows for deeper exploration of JavaScript and encourages creativity and problem-solving.
Browse courses on
JavaScript
Show steps
-
Identify an idea for a personal project.
-
Plan the project and outline the steps involved.
-
Start implementing the project in JavaScript.
-
Test and debug the project regularly.
-
Share the project with others for feedback and improvement.
Contribute to the LlamaIndex open-source project
Show steps
Contributing to the LlamaIndex open-source project will provide you with practical experience and deepen your understanding of RAG technologies.
Browse courses on
Open-Source
Show steps
-
Explore the LlamaIndex GitHub repository.
-
Identify an issue or feature to work on.
-
Fork the repository and create a pull request to contribute your changes.
Mentor or assist other students in the course
Show steps
Enhance your understanding and solidify your knowledge by mentoring or assisting other students in the course, fostering a collaborative learning environment.
Show steps
-
Offer support and guidance to other students
-
Review course materials and concepts to reinforce your own learning
-
Collaborate on projects or assignments to gain different perspectives
Participate in hackathons or coding challenges
Show steps
Put your JavaScript and RAG knowledge to the test by participating in hackathons or coding challenges, sharpening your skills in a competitive environment.
Browse courses on
Problem Solving
Show steps
-
Identify relevant hackathons or coding challenges
-
Form a team or work independently
-
Develop and implement creative solutions to the challenge
-
Submit your project for evaluation
Review JavaScript and Node.js
Show steps
Refresh your understanding of JavaScript and Node.js fundamentals to prepare for this course and enhance your grasp of the concepts.
Browse courses on
JavaScript
Show steps
Show steps
Show steps
- Revisit JavaScript syntax and data types
- Explore Node.js core modules and file I/O
- Practice writing simple JavaScript and Node.js programs
Review basic JavaScript syntax
Show steps
This course will use JavaScript to build web applications. A review of JavaScript syntax would help build a strong foundation.
Browse courses on
JavaScript
Show steps
Show steps
Show steps
- Review variables, data types, and operators.
- Review control flow statements like if-else, switch-case, and loops.
- Review functions and their usage.
Explore 'JavaScript: The Good Parts'
Show steps
Read Douglas Crockford's 'JavaScript: The Good Parts' to dive into JavaScript's core principles and best practices, deepening your understanding of the language.
View
A Million And One Random Digits
on Amazon
Show steps
Show steps
Show steps
- Review the book's insights on JavaScript's design and pitfalls
- Learn about functional programming and object-oriented principles in JavaScript
- Apply the book's lessons to your JavaScript code
23 other activities
Expand to see all activities and additional details
Show all 26 activities
Review basic JavaScript
Show steps
Solidifying your understanding of basic JavaScript syntax, variable types, and control structures will prepare you to build effective RAG applications.
Browse courses on
JavaScript
Show steps
Show steps
Show steps
- Revisit a tutorial on basic JavaScript concepts.
- Practice writing simple JavaScript programs to manipulate data and control flow.
Review JavaScript Fundamentals
Show steps
Reinforce your understanding of JavaScript's core concepts and syntax before delving into RAG applications.
Show steps
Show steps
Show steps
- Review variables, data types, and operators.
- Practice writing simple functions and control flow statements.
- Explore object-oriented programming concepts like classes and inheritance.
Review 'Eloquent JavaScript'
Show steps
This book provides a comprehensive overview of JavaScript and can help reinforce concepts learned in the course.
View
Eloquent JavaScript, 3rd Edition: A Modern...
on Amazon
Show steps
Show steps
Show steps
- Read the book and take notes on key concepts.
- Complete the exercises and challenges in the book.
Join a RAG Study Group
Show steps
Connect with fellow learners to discuss RAG concepts, share tips, and work on projects together.
Browse courses on
Collaboration
Show steps
Show steps
Show steps
- Find or create a study group.
- Set regular meeting times.
- Share resources, ask questions, and collaborate on exercises.
Explore the LlamaIndex documentation
Show steps
Familiarize yourself with the LlamaIndex API and its capabilities to effectively build RAG applications.
Browse courses on
LlamaIndex
Show steps
Show steps
Show steps
- Read the LlamaIndex documentation to understand its features, endpoints, and usage.
- Follow tutorials on building RAG applications with LlamaIndex.
Follow Node.js and Express.js tutorials
Show steps
Enhance your practical skills by following guided tutorials on Node.js and Express.js, building a solid foundation for full-stack web development.
Browse courses on
Node.js
Show steps
Show steps
Show steps
- Set up a Node.js environment and create your first server
- Develop RESTful APIs using Express.js for handling HTTP requests
- Implement data persistence using MongoDB or a similar database
- Deploy your web application to a cloud platform
Complete JavaScript tutorials on event handling
Show steps
Handling user interactions is a key aspect of building web applications. Completing tutorials on event handling will provide hands-on experience.
Browse courses on
JavaScript
Show steps
Show steps
Show steps
- Find tutorials on JavaScript event handling.
- Follow the tutorials to learn about different event types and how to handle them.
- Practice implementing event handlers in your own code.
JavaScript coding practice
Show steps
Practice writing JavaScript code to improve proficiency in using JavaScript for building web applications.
Show steps
Show steps
Show steps
- Solve JavaScript coding challenges
- Contribute to JavaScript coding projects
Build a Basic RAG Chatbot with LlamaIndex
Show steps
Gain hands-on experience building a simple RAG chatbot that interacts with your data using LlamaIndex's API.
Browse courses on
Natural Language Processing
Show steps
Show steps
Show steps
- Set up a LlamaIndex account and API key.
- Create a simple JavaScript application to handle user input and display query results.
- Integrate the LlamaIndex API to perform RAG queries and retrieve data.
RAG Query Optimization Exercises
Show steps
Enhance your RAG skills by practicing query optimization techniques to improve performance.
Browse courses on
Query Tuning
Show steps
Show steps
Show steps
- Analyze sample RAG queries and identify potential bottlenecks.
- Apply techniques such as indexing and query caching.
- Measure and compare the performance of different query optimizations.
Join a JavaScript study group or online community
Show steps
Engaging with other learners provides opportunities to share knowledge, ask questions, and collaborate on projects.
Browse courses on
JavaScript
Show steps
Show steps
Show steps
- Find and join a JavaScript study group or online community.
- Participate in discussions and ask questions.
- Collaborate with others on projects or challenges.
Build a simple RAG application
Show steps
Hands-on practice building a RAG application will reinforce your understanding of the concepts and techniques covered in this course.
Show steps
Show steps
Show steps
- Design a simple RAG application that performs a specific task.
- Implement the application using JavaScript and the LlamaIndex API.
- Test and evaluate the functionality of your application.
Attend a JavaScript workshop or conference
Show steps
Attending workshops or conferences provides opportunities to learn from experts, network with other developers, and stay updated on the latest trends in JavaScript.
Browse courses on
JavaScript
Show steps
Show steps
Show steps
- Research and identify relevant JavaScript workshops or conferences.
- Register and attend the event.
- Actively participate in sessions and connect with other attendees.
Solve JavaScript coding challenges
Show steps
Solving coding challenges helps improve problem-solving skills, strengthens understanding of JavaScript syntax, and prepares for technical interviews.
Browse courses on
JavaScript
Show steps
Show steps
Show steps
- Find online platforms or resources that provide JavaScript coding challenges.
- Select challenges that align with the course concepts and difficulty level.
- Attempt to solve the challenges independently.
- Review solutions and learn from mistakes.
Contribute to the LlamaIndex Community
Show steps
Enhance your understanding of RAG by contributing to the LlamaIndex open-source project.
Browse courses on
Community Involvement
Show steps
Show steps
Show steps
- Familiarize yourself with the LlamaIndex codebase.
- Identify potential areas for improvement or feature requests.
- Submit pull requests with your contributions.
Build a simple JavaScript web application
Show steps
Building a simple web application will provide practical experience in applying JavaScript and understanding how different components work together.
Browse courses on
JavaScript
Show steps
Show steps
Show steps
- Plan the functionality and design of the web application.
- Write the HTML and CSS code for the application.
- Write the JavaScript code to implement the application's functionality.
- Test and debug the application.
Develop a full-stack web application
Show steps
Creating a full-stack web application will provide you with a comprehensive understanding of building and deploying RAG applications.
Show steps
Show steps
Show steps
- Design and architect the application's back-end and front-end components.
- Implement the back-end API using JavaScript and the LlamaIndex API.
- Create a React front-end that interacts with the back-end API.
- Deploy the application to a hosting platform.
Develop a RAG-Powered Web Application
Show steps
Apply your knowledge to create a complete web application that utilizes RAG to search and display data from multiple sources.
Show steps
Show steps
Show steps
- Design the application's architecture and user interface.
- Implement the backend API using Node.js and the LlamaIndex API.
- Create a React frontend to interact with the API and present query results.
Build a Personal Knowledge Graph
Show steps
Apply RAG to create a personalized knowledge graph that consolidates and organizes your data from different sources.
Browse courses on
Knowledge Management
Show steps
Show steps
Show steps
- Identify and collect data sources relevant to your interests.
- Establish a data integration strategy using RAG.
- Create a knowledge graph that represents the relationships and connections within your data.
Start a personal project involving JavaScript
Show steps
Working on a personal project allows for deeper exploration of JavaScript and encourages creativity and problem-solving.
Browse courses on
JavaScript
Show steps
Show steps
Show steps
- Identify an idea for a personal project.
- Plan the project and outline the steps involved.
- Start implementing the project in JavaScript.
- Test and debug the project regularly.
- Share the project with others for feedback and improvement.
Contribute to the LlamaIndex open-source project
Show steps
Contributing to the LlamaIndex open-source project will provide you with practical experience and deepen your understanding of RAG technologies.
Browse courses on
Open-Source
Show steps
Show steps
Show steps
- Explore the LlamaIndex GitHub repository.
- Identify an issue or feature to work on.
- Fork the repository and create a pull request to contribute your changes.
Mentor or assist other students in the course
Show steps
Enhance your understanding and solidify your knowledge by mentoring or assisting other students in the course, fostering a collaborative learning environment.
Show steps
Show steps
Show steps
- Offer support and guidance to other students
- Review course materials and concepts to reinforce your own learning
- Collaborate on projects or assignments to gain different perspectives
Participate in hackathons or coding challenges
Show steps
Put your JavaScript and RAG knowledge to the test by participating in hackathons or coding challenges, sharpening your skills in a competitive environment.
Browse courses on
Problem Solving
Show steps
Show steps
Show steps
- Identify relevant hackathons or coding challenges
- Form a team or work independently
- Develop and implement creative solutions to the challenge
- Submit your project for evaluation
Career center
Learners who complete JavaScript RAG Web Apps with LlamaIndex will develop knowledge and skills
that may be useful to these careers:
For more career information including salaries, visit:
OpenCourser.com/course/6k2jo6/javascript
Reading list
We haven't picked any books for this reading list yet.
For more information about how these books relate to this course, visit:
OpenCourser.com/course/6k2jo6/javascript
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Effort
1 hour
Level
Introductory
Via
Coursera
Institution
DeepLearning.AI
Instructor
Laurie Voss
Session
August 19, 2024
- September 2, 2024
Language
English
Good to know
Taught by Lama Voss who played a role in the central JavaScript packages registry
Explores Retrieval Augment Generation, which is used across industries
Taught through multiple learning media, including readings and discussion
Involves students interacting with multiple data sources, including LlamaIndex
Develops JavaScript skills which are valuable across many tech disciplines
Examines techniques used to develop real-world projects, including deploying a full-stack web app
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