Let's Talk about AI Buzzword: RAG | Retrieval Augmented Generation Explained
131 بار بازدید -
7 ماه پیش
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Hi, My name is Sunny
Hi, My name is Sunny Solanki, and in this video, I have tried to explain the recent buzz in the AI community named "RAG" aka "Retrieval Augmented Generation".
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Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks - https://arxiv.org/abs/2005.11401
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SUPPORT US - Buy Me Coffee - https://buymeacoffee.com/coderzcolumn
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NEWSLETTER - http://eepurl.com/gRW2u9
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WEBSITE - https://coderzcolumn.com
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Important Chapters:
0:00 - Let's Talk about AI Buzzword: RAG
0:08 - What is RAG?
1:10 - RAG Definition
2:14 - Why Do We Need RAG?
3:11 - How Does RAG Work in Practice?
3:41 - Step 1 Create External Data Sources & Vector Store
4:11 - Step 2 Retrieve Relevant Documents
4:29 - Step 3 Augment LLM Prompt
4:46 - Step 4 Regularly Update External Data Sources
5:19 - What Options are Available in Python for Implementing RAG Applications?
#AI #artificialintelligence #aibuzzword #machinelearning #datascience #aiconcepts #RAG #retrieval-augmented-generation #llmlimitations #llm ##llmconcepts #llmguide #langchain #llamaindex #huggingface #FAISS #pinecone #chroma #how-does-rag-work #rag-llm-explained #how-does-rag-work #what-is-rag-llm #llm-rag-explained
=====================================
Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks - https://arxiv.org/abs/2005.11401
===================================
=======================================================
SUPPORT US - Buy Me Coffee - https://buymeacoffee.com/coderzcolumn
=======================================================
=======================================================
NEWSLETTER - http://eepurl.com/gRW2u9
=======================================================
=======================================================
WEBSITE - https://coderzcolumn.com
=======================================================
Important Chapters:
0:00 - Let's Talk about AI Buzzword: RAG
0:08 - What is RAG?
1:10 - RAG Definition
2:14 - Why Do We Need RAG?
3:11 - How Does RAG Work in Practice?
3:41 - Step 1 Create External Data Sources & Vector Store
4:11 - Step 2 Retrieve Relevant Documents
4:29 - Step 3 Augment LLM Prompt
4:46 - Step 4 Regularly Update External Data Sources
5:19 - What Options are Available in Python for Implementing RAG Applications?
#AI #artificialintelligence #aibuzzword #machinelearning #datascience #aiconcepts #RAG #retrieval-augmented-generation #llmlimitations #llm ##llmconcepts #llmguide #langchain #llamaindex #huggingface #FAISS #pinecone #chroma #how-does-rag-work #rag-llm-explained #how-does-rag-work #what-is-rag-llm #llm-rag-explained
7 ماه پیش
در تاریخ 1402/11/29 منتشر شده
است.
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