Whimsical

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5:40:59

Local Retrieval Augmented Generation (RAG) from Scratch (step by step tutorial)

In this video we'll build a Retrieval Augmented Generation (RAG) pipeline to run locally from scratch. There are frameworks to do this such as LangChain and LlamaIndex, however, building from scratch means that you'll know all the parts of the puzzle. Specifically, we'll build NutriChat, a RAG pipeline that allows someone to ask questions of a 1200 page Nutrition Textbook PDF. Code on GitHub - https://github.com/mrdbourke/simple-local-rag Whiteboard - https://whimsical.com/simple-local-rag-workflow-39kToR3yNf7E8kY4sS2tjV Be sure to check out NVIDIA GTC, NVIDIA's GPU Technology Conference running from March 18-21. It's free to attend virtually! That's what I'm doing. Sign up to GTC24 here: https://nvda.ws/3GUZygQ Other links: Download Nutrify (take a photo of food and learn about it) - https://nutrify.app Learn AI/ML (beginner-friendly course) - https://dbourke.link/ZTMMLcourse Learn TensorFlow - https://dbourke.link/ZTMTFcourse Learn PyTorch - https://dbourke.link/ZTMPyTorch AI/ML courses/books I recommend - https://www.mrdbourke.com/ml-resources/ Read my novel Charlie Walks - https://www.charliewalks.com Connect elsewhere: Web - https://dbourke.link/web Twitter - https://www.twitter.com/mrdbourke Twitch - https://www.twitch.tv/mrdbourke ArXiv channel (past streams) - https://dbourke.link/archive-channel Get email updates on my work - https://dbourke.link/newsletter Timestamps: 0:00 - Intro/NVIDIA GTC 2:25 - Part 0: Resources and overview 8:33 - Part 1: What is RAG? Why RAG? Why locally? 12:26 - Why RAG? 19:31 - What can RAG be used for? 26:08 - Why run locally? 30:26 - Part 2: What we're going to build 40:40 - Original Retrieval Augmented Generation paper 46:04 - Part 3: Importing and processing a PDF document 48:29 - Code starts! Importing a PDF and making it readable 1:17:09 - Part 4: Preprocessing our text into chunks (text splitting) 1:28:27 - Chunking our sentences together 1:56:38 - Part 5: Embedding creation 1:58:15 - Incredible embeddings resource by Vicky Boykis 1:58:49 - Open-source embedding models 2:00:00 - Creating our embedding model 2:09:02 - Creating embeddings on CPU vs GPU 2:25:14 - Part 6: Retrieval (semantic search) 2:36:57 - Troubleshooting np.fromstring (live!) 2:41:41 - Creating a small semantic search pipeline 2:56:25 - Showcasing the speed of vector search on GPUs 3:20:02 - Part 7: Similarity measures between embedding vectors explained 3:35:58 - Part 8: Functionizing our semantic search pipeline (retrieval) 3:46:49 - Part 9: Getting a Large Langue Model (LLM) to run locally 3:47:51 - Which LLM should I use? 4:03:18 - Loading a LLM locally 4:30:48 - Part 10: Generating text with our local LLM 4:49:09 - Part 11: Augmenting our prompt with context items 5:16:04 - Part 12: Functionizing our text generation step (putting it all together) 5:33:57 - Summary and potential extensions 5:36:00 - Leave a comment if there's any other videos you'd like to see! #ai #rag #GTC24

Daniel Bourke
2024年3月15日
141.8K
208
12:09

2023 FASTEST Way To Learn Java Full Stack RoadMap Complete (Guide + Pdf)

2023 FASTEST Way To Learn Java Full Stack RoadMap Complete (Guide + Pdf) Roadmap: https://whimsical.com/java-full-stack-M1j8nDrfu2ecu8AJf5qV12 pdf : https://drive.google.com/file/d/1iqBL1ge5KWyeAw0zRPFcmRShPh-YWnys/view?usp=sharing Learn Java : https://youtu.be/3OPh5PYHWSI Web Development: https://youtu.be/t91_39rGBmU Master MySql : https://youtu.be/UpIXtTETEY0 Social Links: Gmail: ashvaniupadhyay22@gmail.com Linkedin : https://www.linkedin.com/in/ashwani-kumar-7b986a14b/ Insta: Genie Ashwani Let me know in the comments section what else you want to see on this channel. Your feedback matters a lot! If you have any questions please comment below. Publicis Sapient Interview Process: https://youtu.be/TAPAANPH900 EPAM Interview Process: https://youtu.be/XCwdLLhLU4A Placement Roadmap: https://youtu.be/EO3RNuI4Z8g My Experience at Cognizant: https://youtu.be/v9J8xHeDI1Y Please leave a LIKE and SUBSCRIBE for more content! ⭐ Tags ⭐ ✅ Hashtags full stack web development course, full stack developer, full stack developer course, full stack developer roadmap, full stack web development course playlist, full stack web development, full stack java developer course, full stack developer in tamil, full stack project, full stack web development course free, full stack web development course in tamil, full stack, full stack web development project, full stack web development course in hindi web development full course web development web designing full course web design web development code with harry web development course web dev simplified web design course web development roadmap web development projects web designing full course in hindi web development full course in hindi web development apna college web design tutorial java tutorial for beginners, java full course, java interview questions and answers, java scripting tutorial for beginners, java code with harry, java programming, java tutorial, java navin popat ha, java apna college, java serial, java tutorial for beginners in tamil, java dsa, java by durga sir, java full course java full stack developer course java full course in telugu java full course in hindi java full course in tamil java full course for beginners java full stack java full stack developer java full course code with harry java full course apna college java full java full course in english java full stack developer course in telugu java full stack developer course tamil full stack web development course full stack developer full stack developer course full stack developer roadmap full stack java developer course full stack web development full stack developer in tamil full stack project full stack web development course free full stack web development course in tamil full stack full stack web development project full stack web development course in hindi full stack developer salary Important Videos: ✅ Microservices with real-time project: https://youtube.com/playlist?list=PLciPu9FabM_7JnZ58z6Df4--bFDAEbH88 ✅ GraphQl In one video: https://youtu.be/eiqeaaFeSbU ✅ Keycloak With Spring Boot: https://youtu.be/SUWUSa6ExiQ ✅ EPAM Interview Process:https://youtu.be/XCwdLLhLU4A ✅ Cognizant Experience part-1: https://www.youtube.com/watch?v=v9J8xHeDI1Y ✅ Spring Security Introduction: https://youtu.be/pRFQwZVGl18 ✅ Spring Security Internal working: https://youtu.be/lnpM1TYC8Tc ✅ Changing default behavior of spring security: https://youtu.be/4vRCmazihy0 ✅ what is ci cd pipeline: https://youtu.be/DdcnJcRtJJM ✅ what is scrum and sprint in the agile model: https://youtu.be/7L0_AeR059E ✅ learn docker in 1 hour: https://youtu.be/6otELC1OZYg ✅ complete spring data jpa tutorial: https://youtu.be/mJGCtavwYeM ✅ debugging in eclipse java with source code: https://youtu.be/3mevsdyUJvs ✅ oop interview questions and answers: https://youtu.be/DusVoBSwRnI ✅ java 8 features: https://www.youtube.com/playlist?list=PLciPu9FabM_4h1BFffI7werKCm_aJZfac ✅ Building a Medicine Management app with Spring Boot and Java: https://www.youtube.com/playlist?list=PLciPu9FabM_4NqM2QbculLLp59f0TW2eQ ✅ Linux tutorial: https://www.youtube.com/playlist?list=PLciPu9FabM_7JwMbUSWolIq9zVJ9DVcSJ ✅ spring boot interview questions: https://www.youtube.com/playlist?list=PLciPu9FabM_5XST4FMx056X0pVYy4MYaC 2023 FASTEST Way To Learn Java Full Stack RoadMap Complete (Guide + Pdf)

Genie Ashwani
2023年6月16日
113.7K
153

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