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[ WebToolTip.com ] Udemy - Complete RAG Bootcamp - Build, Optimize, And Deploy AI Apps
Language: English | Duration: 6h 31m | Size: 3.97 GB
Learn to build intelligent, retrieval-powered AI systems using LangChain, LlamaIndex, and real-world RAG workflows
What you'll learn
Design and Build a Retrieval-Augmented Generation (RAG) System Understand how to integrate large language models (LLMs) with retrieval pipelines
Implement Embeddings and Vector Databases for Semantic Search Learn how to generate and store embeddings using tools like OpenAI, ChromaDB, or Pinecone
Develop an End-to-End AI Knowledge Assistant Build and deploy a functional AI chatbot using frameworks like LangChain, Streamlit, and FastAPI
Evaluate and Optimize AI Performance Metrics Measure your assistant’s accuracy, relevance, and user experience using key performance metrics
Requirements
Basic Python Programming Skills Familiarity with Python syntax and libraries (like pandas, requests, or json) will make it easier to follow along with code nstrations.
Curiosity About AI and LLMs A foundational understanding of how Large Language Models (LLMs) like ChatGPT or Llama work conceptually will be helpful, but not mandatory — everything is explained in simple terms.
Access to a Computer with Internet You’ll need a computer capable of running Python and Jupyter notebooks or VS Code, plus an internet connection to install packages and access APIs.
Free or Trial Accounts for Tools Some hands-on labs will use free-tier APIs or tools such as OpenAI, LangChain, ChromaDB, and Streamlit — setup instructions are provided in the course.
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FILE LIST
Filename
Size
~Get Your Files Here !/1 - Introduction to Retrieval-Augmented Generation/1 - 1.1 What is RAG.en_US.vtt
10.7 KB
~Get Your Files Here !/1 - Introduction to Retrieval-Augmented Generation/1 - 1.1 What is RAG.mp4
109.4 MB
~Get Your Files Here !/1 - Introduction to Retrieval-Augmented Generation/2 - 1.2 RAG System Overview.en_US.vtt
8.9 KB
~Get Your Files Here !/1 - Introduction to Retrieval-Augmented Generation/2 - 1.2 RAG System Overview.mp4
88.7 MB
~Get Your Files Here !/1 - Introduction to Retrieval-Augmented Generation/3 - 1.3 Applications of RAG.en_US.vtt
11 KB
~Get Your Files Here !/1 - Introduction to Retrieval-Augmented Generation/3 - 1.3 Applications of RAG.mp4
113.8 MB
~Get Your Files Here !/1 - Introduction to Retrieval-Augmented Generation/4 - Hands on Lab.html
4.7 KB
~Get Your Files Here !/2 - Foundations of RAG Architecture/1 - 2.1 The Retrieval Process.en_US.vtt
10 KB
~Get Your Files Here !/2 - Foundations of RAG Architecture/1 - 2.1 The Retrieval Process.mp4
107.3 MB
~Get Your Files Here !/2 - Foundations of RAG Architecture/2 - 2.2 The Generation Process.en_US.vtt
9.2 KB
~Get Your Files Here !/2 - Foundations of RAG Architecture/2 - 2.2 The Generation Process.mp4
95 MB
~Get Your Files Here !/2 - Foundations of RAG Architecture/3 - 2.3 Putting It Together.en_US.vtt
13.2 KB
~Get Your Files Here !/2 - Foundations of RAG Architecture/3 - 2.3 Putting It Together.mp4
142.5 MB
~Get Your Files Here !/2 - Foundations of RAG Architecture/4 - Hands on Lab.html
4.9 KB
~Get Your Files Here !/3 - Working with Embeddings and Vector Databases/1 - 3.1 What Are Embeddings.en_US.vtt
12.5 KB
~Get Your Files Here !/3 - Working with Embeddings and Vector Databases/1 - 3.1 What Are Embeddings.mp4
125.3 MB
~Get Your Files Here !/3 - Working with Embeddings and Vector Databases/2 - 3.2 Introduction to Vector Databases.en_US.vtt
13.4 KB
~Get Your Files Here !/3 - Working with Embeddings and Vector Databases/2 - 3.2 Introduction to Vector Databases.mp4
151.8 MB
~Get Your Files Here !/3 - Working with Embeddings and Vector Databases/3 - 3.3 Building and Querying Vector Stores.en_US.vtt
12.3 KB
~Get Your Files Here !/3 - Working with Embeddings and Vector Databases/3 - 3.3 Building and Querying Vector Stores.mp4
131 MB
~Get Your Files Here !/3 - Working with Embeddings and Vector Databases/4 - Hands on Lab.html
6.1 KB
~Get Your Files Here !/4 - Section 4 Building RAG Pipelines with LangChain/1 - 4.1 LangChain Core Concepts.en_US.vtt
12.3 KB
~Get Your Files Here !/4 - Section 4 Building RAG Pipelines with LangChain/1 - 4.1 LangChain Core Concepts.mp4
124.6 MB
~Get Your Files Here !/4 - Section 4 Building RAG Pipelines with LangChain/2 - 4.2 RAG Implementation with LangChain.en_US.vtt
11.5 KB
~Get Your Files Here !/4 - Section 4 Building RAG Pipelines with LangChain/2 - 4.2 RAG Implementation with LangChain.mp4
112 MB
~Get Your Files Here !/4 - Section 4 Building RAG Pipelines with LangChain/3 - 4.3 Adding Context and Metadata.en_US.vtt
10.6 KB
~Get Your Files Here !/4 - Section 4 Building RAG Pipelines with LangChain/3 - 4.3 Adding Context and Metadata.mp4
109.3 MB
~Get Your Files Here !/4 - Section 4 Building RAG Pipelines with LangChain/4 - Hands on Lab.html
6.3 KB
~Get Your Files Here !/5 - Enhancing RAG Performance/1 - 5.1 Advanced Retrieval Techniques.en_US.vtt
11.1 KB
~Get Your Files Here !/5 - Enhancing RAG Performance/1 - 5.1 Advanced Retrieval Techniques.mp4
117 MB
~Get Your Files Here !/5 - Enhancing RAG Performance/2 - 5.2 Optimizing Context and Prompts.en_US.vtt
11.8 KB
~Get Your Files Here !/5 - Enhancing RAG Performance/2 - 5.2 Optimizing Context and Prompts.mp4
115.1 MB
~Get Your Files Here !/5 - Enhancing RAG Performance/3 - 5.3 Evaluation and Metrics.en_US.vtt
12.9 KB
~Get Your Files Here !/5 - Enhancing RAG Performance/3 - 5.3 Evaluation and Metrics.mp4
141.6 MB
~Get Your Files Here !/5 - Enhancing RAG Performance/4 - Hands on Lab.html
7.3 KB
~Get Your Files Here !/6 - Deploying RAG Systems/1 - 6.1 Front-End Integration.en_US.vtt
15 KB
~Get Your Files Here !/6 - Deploying RAG Systems/1 - 6.1 Front-End Integration.mp4
159.2 MB
~Get Your Files Here !/6 - Deploying RAG Systems/2 - 6.2 Backend APIs.en_US.vtt
14.9 KB
~Get Your Files Here !/6 - Deploying RAG Systems/2 - 6.2 Backend APIs.mp4
160.1 MB
~Get Your Files Here !/6 - Deploying RAG Systems/3 - 6.3 Deployment & Scalability.en_US.vtt
14.8 KB
~Get Your Files Here !/6 - Deploying RAG Systems/3 - 6.3 Deployment & Scalability.mp4
162.6 MB
~Get Your Files Here !/6 - Deploying RAG Systems/4 - Hands on Lab.html
6.9 KB
~Get Your Files Here !/7 - Advanced & Hybrid RAG Techniques/1 - 7.1 Hybrid Search (Keyword + Vector).en_US.vtt
15.8 KB
~Get Your Files Here !/7 - Advanced & Hybrid RAG Techniques/1 - 7.1 Hybrid Search (Keyword + Vector).mp4
149.5 MB
~Get Your Files Here !/7 - Advanced & Hybrid RAG Techniques/2 - 7.2 Multi-Modal RAG.en_US.vtt
24.2 KB
~Get Your Files Here !/7 - Advanced & Hybrid RAG Techniques/2 - 7.2 Multi-Modal RAG.mp4
241.2 MB
~Get Your Files Here !/7 - Advanced & Hybrid RAG Techniques/3 - 7.3 Agentic RAG.en_US.vtt
24.6 KB
~Get Your Files Here !/7 - Advanced & Hybrid RAG Techniques/3 - 7.3 Agentic RAG.mp4
243.9 MB
~Get Your Files Here !/7 - Advanced & Hybrid RAG Techniques/4 - Hands on Lab.html
8.3 KB
~Get Your Files Here !/8 - Real-World Use Cases/1 - 8.1 Enterprise & Industry RAG Solutions.en_US.vtt
24.2 KB
~Get Your Files Here !/8 - Real-World Use Cases/1 - 8.1 Enterprise & Industry RAG Solutions.mp4
238.4 MB
~Get Your Files Here !/8 - Real-World Use Cases/2 - 8.2 Security & Governance.en_US.vtt
24.2 KB
~Get Your Files Here !/8 - Real-World Use Cases/2 - 8.2 Security & Governance.mp4
257.1 MB
~Get Your Files Here !/8 - Real-World Use Cases/3 - 8.3 Integrating RAG into Workflows.en_US.vtt
23.5 KB
~Get Your Files Here !/8 - Real-World Use Cases/3 - 8.3 Integrating RAG into Workflows.mp4
231.6 MB
~Get Your Files Here !/8 - Real-World Use Cases/4 - Hands on Lab.html
7.4 KB
~Get Your Files Here !/9 - Section 9/1 - 9.1 RAG for Developers & Data Scientists.en_US.vtt
21.6 KB
~Get Your Files Here !/9 - Section 9/1 - 9.1 RAG for Developers & Data Scientists.mp4
200.3 MB
~Get Your Files Here !/9 - Section 9/2 - 9.2 Capstone Project.en_US.vtt
24.7 KB
~Get Your Files Here !/9 - Section 9/2 - 9.2 Capstone Project.mp4
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