Realtime Powerful RAG Pipeline using Neo4j(Knowledge Graph Db) and Langchain

  Рет қаралды 7,077

Sunny Savita

Sunny Savita

2 ай бұрын

Want a super-powered AI app? This video shows how to build one using Neo4j for data connections, keyword searches, and even special "vector searches" for super-accurate results. All with Langchain to make it easy!
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#llm #embedding #ai #rag #futureai #generativeai #genai #textgeneration #ragapp #langchain #programminglogic #python #chatbot #openai #gpt #langchain #neo4j #graphdatabase #rag
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Project Link: github.com/sunnysavita10/Inde...
Doc: docs.google.com/document/d/1v...
Multimodel RAG Playlis: • Multimodal RAG Systems...
RAG detailed Playlist: • End to End RAG Pipelin...
GenAI Foundation Playlist: • DAY - 1 | Introduction...
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Пікірлер: 61
@mohammedsaif934
@mohammedsaif934 2 ай бұрын
Thanks Sunny this will definitely helpful for my Bioinformatics related project
@sunnysavita10
@sunnysavita10 2 ай бұрын
Most welcome 😊
@Jahid_Hasan-J01
@Jahid_Hasan-J01 2 ай бұрын
Good work sir... Keep going
@sunnysavita10
@sunnysavita10 2 ай бұрын
Thank you, I will
@eugenechua7239
@eugenechua7239 27 күн бұрын
superb presentation!!
@sunnysavita10
@sunnysavita10 13 күн бұрын
thanks
@cmpunk3425
@cmpunk3425 21 күн бұрын
Your content is gem
@sunnysavita10
@sunnysavita10 13 күн бұрын
thanks
@kreddy8621
@kreddy8621 2 ай бұрын
Brilliant
@kashifsadiq4145
@kashifsadiq4145 2 ай бұрын
Start AIops projects using kubernetes CICD terraform monitoring Airflow kubeflow.
@arjuns5732
@arjuns5732 12 күн бұрын
In this you have implemented the graph search and vector search only, right? As mentioned in the beginning of video there are 3 types of searches including keyword search which is not implemented in code?
@themeniacs7376
@themeniacs7376 19 күн бұрын
lovely
@ItzJustJohn360
@ItzJustJohn360 29 күн бұрын
Thank you so much for this incredible tutorial! At the end, how would we automate the chat history pipeline without having to hard code it in? Is there a tutorial or documentation for that also?
@sunnysavita10
@sunnysavita10 13 күн бұрын
yup you can checkout with the rag documentation
@aryan.2763
@aryan.2763 2 ай бұрын
Thanks sir , Super amazing content. Will share this to my colleague and friends 😮❤❤... Just one thing, i need to ask , OpenAI doesn't give free credit now , so how do we access these things?
@sunnysavita10
@sunnysavita10 2 ай бұрын
use other models
@themax2go
@themax2go 23 күн бұрын
use local llms
@Srb0002
@Srb0002 2 ай бұрын
Very good video Few Requests: Could you please use any PDFs store in neo4j as chunks. From that chunks can you make RAG
@sunnysavita10
@sunnysavita10 2 ай бұрын
yes we can store instead of webloader you can use pdf loder here in this solution
@sarmaamras
@sarmaamras 20 күн бұрын
good content... How embedding is getting generated in this? please explain more about this. I am not able to generate it following your steps.
@sunnysavita10
@sunnysavita10 13 күн бұрын
you can beakeit down run seperatly the embedding part with the given model
@sairam9638
@sairam9638 13 күн бұрын
hi, is that work for db schemas to get related schema based on user query ?
@shailendralowanshi1016
@shailendralowanshi1016 2 ай бұрын
How you get updated with the technologies thats coming and what do you refer for code of all new things coming in LLM
@shailendralowanshi1016
@shailendralowanshi1016 2 ай бұрын
Can you give some resources that you refer ?
@taraniroshni2299
@taraniroshni2299 Ай бұрын
Your GitHub code is missing can you please share your colab notebook
@sunnysavita10
@sunnysavita10 Ай бұрын
yes rearragne everything download from here now: github.com/sunnysavita10/Generative-AI-Indepth-Basic-to-Advance
@minayazdani2581
@minayazdani2581 2 ай бұрын
Thanks. Why did you select [0:3] from documents? because I have a problem importing my whole pdf. please guide me through this.
@sunnysavita10
@sunnysavita10 2 ай бұрын
when you reading data it is reading in list of documents so i am just collecting 3 document
@msumanth3692
@msumanth3692 2 ай бұрын
Once try this with cohere and evalution part also ... I was stucked in Evaluation .. I checked documenations also.. but i didn't find good evaluation for cohere rag model
@sunnysavita10
@sunnysavita10 2 ай бұрын
will create video soon and upload it
@rakeshkumarrout2629
@rakeshkumarrout2629 20 күн бұрын
this is awsome,but my grapg are getting generated and not adding to graph.the thing is what should be the data format?
@sunnysavita10
@sunnysavita10 13 күн бұрын
give me a more details about it on my linkedin
@rakeshkumarrout2629
@rakeshkumarrout2629 13 күн бұрын
@@sunnysavita10 thank you for reaching out.i will connect with you soon regarding that
@sandeepsasikumar701
@sandeepsasikumar701 Ай бұрын
How we will make sure that every entity formed is correct and have correct relationships?
@sunnysavita10
@sunnysavita10 Ай бұрын
you can validate it using cyper query
@Nic-k2u
@Nic-k2u 16 күн бұрын
Hello, sorry but i have an error: ClientError: {code: Neo.ClientError.Procedure.ProcedureCallFailed} {message: Failed to invoke procedure `db.index.fulltext.queryNodes`: Caused by: java.lang.IllegalArgumentException: There is no such fulltext schema index: entity} . I don't understand how you solved this on video.
@sunnysavita10
@sunnysavita10 13 күн бұрын
check whether you have your data in db or not
@naqeebahmed9930
@naqeebahmed9930 18 күн бұрын
can I provide my custom web scrapping data to the graph instead of the wikipedia?
@sunnysavita10
@sunnysavita10 13 күн бұрын
yup you can
@Anonymous-bu9ch
@Anonymous-bu9ch Ай бұрын
I am getting error in this code piece from langchain_openai import OpenAIEmbeddings vector_index = Neo4jVector.from_existing_graph( OpenAIEmbeddings(), # embedding=OpenAIEmbeddings(), search_type="hybrid", node_label="Document", text_node_properties=["text"], embedding_node_property="embedding" ) Error : ValueError: Index with name vector already exists.The provided embedding function and vector index dimensions do not match. Embedding function dimension: 1536 Vector index dimension: 384
@Anonymous-bu9ch
@Anonymous-bu9ch Ай бұрын
@sunny or @anyone know how to resolve it
@sunnysavita10
@sunnysavita10 13 күн бұрын
first delete the previous one then run it again
@manyams5207
@manyams5207 20 күн бұрын
Can we use open source llm models I tried using llama2 it’s not working throwing an error
@sunnysavita10
@sunnysavita10 13 күн бұрын
yup you can
@vivekshindeVivekShinde
@vivekshindeVivekShinde 2 ай бұрын
Hi sunny, can you suggest any Open Source Graph database for the same?
@user-pr6nm2di6d
@user-pr6nm2di6d 6 күн бұрын
Neo4j has a community edition
@vinskumar7231
@vinskumar7231 Ай бұрын
What if we have CSV files, instead of taking from Wikipedia??
@sunnysavita10
@sunnysavita10 Ай бұрын
you can use those info as well to create knowledge graph
@ayushjadia6527
@ayushjadia6527 9 күн бұрын
grapgh is not connecting in vs code?
@sunnysavita10
@sunnysavita10 3 күн бұрын
are you facing any issue?
@debarghyadasgupta1931
@debarghyadasgupta1931 Ай бұрын
Why not use Langgraph as a single framework and ditch neo4j?
@sunnysavita10
@sunnysavita10 Ай бұрын
yes we can soon create one more video on it.
@pramkumar9908
@pramkumar9908 19 күн бұрын
Nice content. Please make a video for end to end project in Life science/Healthcare domain
@sunnysavita10
@sunnysavita10 13 күн бұрын
sure.
@user-gx5nq7bi9m
@user-gx5nq7bi9m Ай бұрын
differentDifferent = !different || differentDifferent > different?
@user-gx5nq7bi9m
@user-gx5nq7bi9m Ай бұрын
all jokes aside, amazing video and helped me a lot keep it up!
@sunnysavita10
@sunnysavita10 Ай бұрын
always welcome
@whatsappstatusbestdailogue6123
@whatsappstatusbestdailogue6123 20 күн бұрын
OPENAPIKEY??????
@balajikartheek285
@balajikartheek285 Ай бұрын
Your GitHub code is missing can you please share your colab notebook
@sunnysavita10
@sunnysavita10 Ай бұрын
yes rearragne everything download from here now: github.com/sunnysavita10/Generative-AI-Indepth-Basic-to-Advance
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