RAG (Retrieval)

4h 33m 19s
English
Paid
Study the key principles of developing Retrieval-Augmented Generation (RAG) systems and the application of advanced search techniques to improve the performance of artificial intelligence. As part of the course, you will master the integration of RAG into AI applications, optimization of information retrieval and answer generation processes, and learn to apply advanced machine learning technologies to enhance the accuracy and efficiency of intelligent systems.

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# Title Duration
1 1.1 Intro 09:32
2 1.2 RAG Overview 12:58
3 1.3 Code Setup 08:39
4 1.4 Embeddings 12:08
5 1.5 Vector Databases 20:42
6 1.6 Similarity Search 08:12
7 2.1 Intro 08:38
8 2.2 Vector DB Setup 19:07
9 2.3 Generating Embeddings 12:35
10 2.4 Uploading Data 08:05
11 2.5 Basic Retrieval 11:57
12 2.6 Query Optimization 09:41
13 2.7 Document Reranking 10:59
14 2.8 Metadata Filtering 11:03
15 2.9 Text Splitting 08:36
16 2.10 All Together 09:27
17 2.11 RAG Prompting 12:44
18 3.1 Project Intro 09:19
19 3.2 Initialize Code 06:50
20 3.3 Setup Vector DB 12:03
21 3.4 Build RAG Pipeline 27:48
22 3.5 Connect Frontend 22:16

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