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OpenAI Courses
Basic to Advanced Retreival-Augmented Generation (RAG)
0 students
Last updated
Apr 2025
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Overview
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About the course
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Course content
Sections:
2
•
Activities:
0
•
Resources:
70
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Section 1
Contents
001-Introduction-JLTt-gitir
002-Outline-4R1U-gitir
003-Section Intro-GnG3-gitir
004-Intro to RAG Core Concepts-2C4H-gitir
005-Principles Traditional Methods vs RAG-8S37-gitir
006-Real world applications and use cases-yxRr-gitir
007-Understanding Retrieval Augmented Generation architecture-2CMD-gitir
008-Section Intro-FDdq-gitir
009-Basics of LLMs and Closed Source Models-5wJN-gitir
010-Closed Source Open Source LLMs Continued-mtYp-gitir
011-Closed vs Open Source Models Software-qERY-gitir
012-What does Retrieval Augmented Generation RAG do to LLMs-GAk8-gitir
013-Let s run an Open Source LLM locally-EL45-gitir
014-Downloading Python VS Code Git and more-O9El-gitir
015-Cloning and accessing all Projects-uSom-gitir
016-Section Intro-GjK2-gitir
017-What are Vectors and Why we use them-d9Z8-gitir
018-What are Embeddings-xQlQ-gitir
019-Setting up over VS Code Project-7kOT-gitir
020-Audio Graph Text and Image Vectors Embeddings-PaMc-gitir
021-Vector DB Indexing and Pinecone Setup-I1sI-gitir
022-Image Text and Paragraph Indexing and Matching-hbok-gitir
023-Section Intro-zbM9-gitir
024-Components of Basic RAG Pipeline LangChain and Loaders-MItt-gitir
025-Create a Website Chatbot-5Pt4-gitir
026-Add a Memory to your Website Chatbot-weHn-gitir
027-Building a CSV Excel Data Chatbot-aMWF-gitir
028-Section Intro-qUnu-gitir
029-Advanced Text Splitting Re ranking Chunking Techniques-Dg2q-gitir
030-Building Query Expansion Workflow-DAJL-gitir
031-Section Intro-8KVR-gitir
032-SQL Database Chatbot using LangChain-W3R5-gitir
033-Prompt Caching In Memory and DB-XUfS-gitir
034-Multi modal Chatbot-Kct1-gitir
035-Congratulations-ScE6-gitir
Section 2
Contens 1
001 Introduction JLTt gitir
002 Outline 4R1U gitir
003 Section Intro GnG3 gitir
004 Intro to RAG Core Concepts 2C4H gitir
005 Principles Traditional Methods vs RAG 8S37 gitir
006 Real world applications and use cases yxRr gitir
007 Understanding Retrieval Augmented Generation architecture 2CMD gitir
008 Section Intro FDdq gitir
009 Basics of LLMs and Closed Source Models 5wJN gitir
010 Closed Source Open Source LLMs Continued mtYp gitir
011 Closed vs Open Source Models Software qERY gitir
012 What does Retrieval Augmented Generation RAG do to LLMs GAk8 gitir
013 Let s run an Open Source LLM locally EL45 gitir
014 Downloading Python VS Code Git and more O9El gitir
015 Cloning and accessing all Projects uSom gitir
016 Section Intro GjK2 gitir
017 What are Vectors and Why we use them d9Z8 gitir
018 What are Embeddings xQlQ gitir
019 Setting up over VS Code Project 7kOT gitir
020 Audio Graph Text and Image Vectors Embeddings PaMc gitir
021 Vector DB Indexing and Pinecone Setup I1sI gitir
022 Image Text and Paragraph Indexing and Matching hbok gitir
023 Section Intro zbM9 gitir
024 Components of Basic RAG Pipeline LangChain and Loaders MItt gitir
025 Create a Website Chatbot 5Pt4 gitir
026 Add a Memory to your Website Chatbot weHn gitir
027 Building a CSV Excel Data Chatbot aMWF gitir
028 Section Intro qUnu gitir
029 Advanced Text Splitting Re ranking Chunking Techniques Dg2q gitir
030 Building Query Expansion Workflow DAJL gitir
031 Section Intro 8KVR gitir
032 SQL Database Chatbot using LangChain W3R5 gitir
033 Prompt Caching In Memory and DB XUfS gitir
034 Multi modal Chatbot Kct1 gitir
035 Congratulations ScE6 gitir
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Basic to Advanced Retreival-Augmented Generation (RAG)
Course modified date:
9 Apr 2025
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