freeCodeCamp.org | RAG Fundamentals and Advanced Techniques – Full Course @freecodecamp | Uploaded August 2024 | Updated October 2024, 31 seconds ago.
This course will guide you through the basics of Retrieval-Augmented Generation (RAG), starting with its fundamental concepts and components. You'll learn how to build a RAG system for chatting with documents, explore advanced techniques, and understand the pitfalls of naive RAG.
✏️ Course created by @vincibits
💻 Code: github.com/pdichone/advanced-rag-techniques
⭐️ Contents ⭐️
⌨️ (0:00:00) Intro
⌨️ (0:02:22) RAG Fundamentals
⌨️ (0:03:21) Components of RAG
⌨️ (0:05:56) RAG Deep Dive
⌨️ (0:07:56) Building a RAG System - Build an Application for Chatting with Our Documents
⌨️ (0:32:52) Using Advanced RAG Techniques - Overview
⌨️ (0:36:07) Naive RAG Overview and Its Pitfalls
⌨️ (0:42:16) Naive RAG Drawbacks Breakdown
⌨️ (0:48:28) Advanced RAG Techniques as the Solution - Query Expansion with Generated Answers
⌨️ (0:54:23) Query Expansion with Generated Answers - Hands-on
⌨️ (1:16:21) Query Expansion Summary
⌨️ (1:17:44) Query Expansion with Multiple Queries - Overview
⌨️ (1:20:57) Query Expansion with multiple Queries - Hands-on
⌨️ (1:33:27) Your Turn - Challenge
⌨️ (1:35:19) The End - Next Steps
🎉 Thanks to our Champion and Sponsor supporters:
👾 davthecoder
👾 jedi-or-sith
👾 南宮千影
👾 Agustín Kussrow
👾 Nattira Maneerat
👾 Heather Wcislo
👾 Serhiy Kalinets
👾 Justin Hual
👾 Otis Morgan
👾 Oscar Rahnama
--
Learn to code for free and get a developer job: freecodecamp.org
Read hundreds of articles on programming: freecodecamp.org/news
This course will guide you through the basics of Retrieval-Augmented Generation (RAG), starting with its fundamental concepts and components. You'll learn how to build a RAG system for chatting with documents, explore advanced techniques, and understand the pitfalls of naive RAG.
✏️ Course created by @vincibits
💻 Code: github.com/pdichone/advanced-rag-techniques
⭐️ Contents ⭐️
⌨️ (0:00:00) Intro
⌨️ (0:02:22) RAG Fundamentals
⌨️ (0:03:21) Components of RAG
⌨️ (0:05:56) RAG Deep Dive
⌨️ (0:07:56) Building a RAG System - Build an Application for Chatting with Our Documents
⌨️ (0:32:52) Using Advanced RAG Techniques - Overview
⌨️ (0:36:07) Naive RAG Overview and Its Pitfalls
⌨️ (0:42:16) Naive RAG Drawbacks Breakdown
⌨️ (0:48:28) Advanced RAG Techniques as the Solution - Query Expansion with Generated Answers
⌨️ (0:54:23) Query Expansion with Generated Answers - Hands-on
⌨️ (1:16:21) Query Expansion Summary
⌨️ (1:17:44) Query Expansion with Multiple Queries - Overview
⌨️ (1:20:57) Query Expansion with multiple Queries - Hands-on
⌨️ (1:33:27) Your Turn - Challenge
⌨️ (1:35:19) The End - Next Steps
🎉 Thanks to our Champion and Sponsor supporters:
👾 davthecoder
👾 jedi-or-sith
👾 南宮千影
👾 Agustín Kussrow
👾 Nattira Maneerat
👾 Heather Wcislo
👾 Serhiy Kalinets
👾 Justin Hual
👾 Otis Morgan
👾 Oscar Rahnama
--
Learn to code for free and get a developer job: freecodecamp.org
Read hundreds of articles on programming: freecodecamp.org/news
![Learn Python Backend Development by Building 3 Projects [Full Course]](https://i.ytimg.com/vi/ftKiHCDVwfA/hqdefault.jpg "Learn Python Backend Development by Building 3 Projects [Full Course]
This video is a full project-based backend web development course. In this course, you will learn how to build 3 full backend web applications.
✏️ Course developed by Code With Tomi. Check out his channel: https://www.youtube.com/c/CodeWithTomi
Backend Mastery Course - https://backendmastery.com/
Projects Built:
1. AI Web App
💻 Github: https://github.com/tomitokko/ai-blog-article-generator
2. Netflix Clone
💻 Github: https://github.com/tomitokko/django-netflix-clone
3. Spotify Clone
💻 Github: https://github.com/tomitokko/spotify-clone
🔗 API Link: https://rapidapi.com/DataFanatic/api/spotify-scraper
⭐️ Course Contents ⭐️
⌨️ (0:00:00) Intro
⌨️ (0:01:30) AI Web App
⌨️ (3:07:35) Netflix Clone
⌨️ (6:11:33) Spotify Clone - Part 1
⌨️ (6:33:25) Spotify Clone - Part 2
⌨️ (6:55:45) Spotify Clone - Part 3
⌨️ (9:50:21) Spotify Clone - Part 4
⌨️ (10:07:48) Outro
🎉 Thanks to our Champion and Sponsor supporters:
👾 davthecoder
👾 jedi-or-sith
👾 南宮千影
👾 Agustín Kussrow
👾 Nattira Maneerat
👾 Heather Wcislo
👾 Serhiy Kalinets
👾 Justin Hual
👾 Otis Morgan
👾 Oscar Rahnama
Learn to code for free and get a developer job: https://www.freecodecamp.org
Read hundreds of articles on programming: https://freecodecamp.org/news")
![Pro Designer Gary Simon Talks Freelance + Career Tips [Podcast #123]](https://i.ytimg.com/vi/h4puc1P2VMA/hqdefault.jpg "Pro Designer Gary Simon Talks Freelance + Career Tips [Podcast #123]
On this weeks episode of the podcast, freeCodeCamp founder Quincy Larson interviews Gary Simon, a developer and designer who started DesignCourse.com and has published several courses on freeCodeCamp.org over the years.
We talk about:
- Growing up in rural Ohio, marrying young, and staying out there despite his success as a developer and entrepreneur.
- Early client work, and how he designed thousands of logos for clients before becoming an all-out web developer.
- Using his skills to help his wife start her own lactation consultant business online
- Garys guitar shredding chops.
I recorded this podcast live and I havent edited it at all. I want to capture the feel of a real live conversation, with all the human quirks that entails.
Can you guess what song Im playing on my bass during the intro? Its from a 1995s Nintendo game.
Be sure to follow The freeCodeCamp podcast in your favorite podcast app. And share this podcast with a friend. Lets inspire more folks to learn to code and build careers for themselves in tech.
Also, I want to thank the 9,331 kind people who support our charity each month, and who make this podcast possible. You can join them and support our mission at: https://www.freecodecamp.org/donate
Links we talk about during the interview:
- Garys Learn UI Fundamentals course on freeCodeCamp: https://www.freecodecamp.org/news/learn-ui-design-fundamentals-with-this-free-one-hour-course/
- Garys freeCodeCamp live stream series: https://www.freecodecamp.org/news/design-course/
- Garys tool for memorizing the Guitar fretboard and its 49 notes: https://fretastic.com/
- Garys Retrowave Guitar music video: https://www.youtube.com/watch?v=yDc2OvReYh0
🎉 Thanks to our Champion and Sponsor supporters:
👾 davthecoder
👾 jedi-or-sith
👾 南宮千影
👾 Agustín Kussrow
👾 Nattira Maneerat
👾 Heather Wcislo
👾 Serhiy Kalinets
👾 Justin Hual
👾 Otis Morgan
👾 Oscar Rahnama
Learn to code for free and get a developer job: https://www.freecodecamp.org
Read hundreds of articles on programming: https://freecodecamp.org/news")
