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SayamAlt/Langchain-for-Information-Retrieval-RAG

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api
api
 
 
chatbot
chatbot
 
 
chromadb
chromadb
 
 
pdf_files
pdf_files
 
 
text_files
text_files
 
 
.gitignore
.gitignore
 
 
AI_revolution.txt
AI_revolution.txt
 
 
Assessmentgrade.csv
Assessmentgrade.csv
 
 
CSV Data Extraction using Langchain.ipynb
CSV Data Extraction using Langchain.ipynb
 
 
Cover Letter.docx
Cover Letter.docx
 
 
Creating Text Embeddings using Langchain.ipynb
Creating Text Embeddings using Langchain.ipynb
 
 
DOCX Data Extraction using Langchain.ipynb
DOCX Data Extraction using Langchain.ipynb
 
 
HTML Data Extraction using Langchain.ipynb
HTML Data Extraction using Langchain.ipynb
 
 
Iris.csv
Iris.csv
 
 
LLMChain using Langchain.ipynb
LLMChain using Langchain.ipynb
 
 
Loading multiple text files from a directory using Langchain.ipynb
Loading multiple text files from a directory using Langchain.ipynb
 
 
Multi Query Retriever using Langchain.ipynb
Multi Query Retriever using Langchain.ipynb
 
 
Online PDF Data Extraction using Langchain.ipynb
Online PDF Data Extraction using Langchain.ipynb
 
 
PDF Data Extraction using Langchain.ipynb
PDF Data Extraction using Langchain.ipynb
 
 
Prompt Template Mistral AI Langchain.ipynb
Prompt Template Mistral AI Langchain.ipynb
 
 
SQL Practical Assignment.pdf
SQL Practical Assignment.pdf
 
 
Single Query Retriever using Langchain.ipynb
Single Query Retriever using Langchain.ipynb
 
 
Store Embeddings in ChromaDB using Langchain.ipynb
Store Embeddings in ChromaDB using Langchain.ipynb
 
 
Text File Data Extraction using Langchain.ipynb
Text File Data Extraction using Langchain.ipynb
 
 
Text Generation using Langchain.ipynb
Text Generation using Langchain.ipynb
 
 
requirements.txt
requirements.txt
 
 
sample_file.txt
sample_file.txt
 
 
state_of_the_union.txt
state_of_the_union.txt
 
 
transformers.html
transformers.html
 
 

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This repository contains source code which encompasses usage of the Langchain framework to extract information from distinct types of documents and subsequently perform Retrieval Augmented Generation(RAG) on these documents as well.

Topics

information-retrieval chatbot embeddings data-extraction vector-database openai-api langchain chromadb vector-database-embedding retrieval-augmented-generation content-engine
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