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Exploring Embeddings: Community Workflow Tips & Real Use-Cases

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Valentin Pletzer
Valentin Pletzer
Feb 7, 2024, 12:59 AM
 
I’m curious: Anyone using embeddings? What’s your workflow? I’m still toying around with mapping the data but I am looking for “real” use-cases.
 
Topic mapping chrome extension prototype:
 
Forwarded thread from another channel:
Dale McGeorge
Dale McGeorge
Feb 7, 2024, 1:02 AM
Im using embeddings a lot. I'm currently working on a task that compares different embedding models for keyword classification. I hope to present it with Noah and Joy on the webinar coming up at the end of the month.
Dale McGeorge
Dale McGeorge
Feb 7, 2024, 1:03 AM
The workflow will be use case dependent, so ours is to embed data as we push it into the database so that our RAG process can use it in a prompt
Valentin Pletzer
Valentin Pletzer
Feb 7, 2024, 1:06 AM
Sounds interesting. You create embeddings of the keywords themselves or is it more an embedding created of a piece of text representing the keyword (like a snippet or description)?
Dale McGeorge
Dale McGeorge
Feb 7, 2024, 1:07 AM
We embed lots of things, like Google Reviews and keywords then depending on the task we can call upon certain types of data.
Valentin Pletzer
Valentin Pletzer
Feb 7, 2024, 1:08 AM
ah ok. got it
Valentin Pletzer
Valentin Pletzer
Feb 7, 2024, 1:08 AM
for me it’s mostly title + description
Dale McGeorge
Dale McGeorge
Feb 7, 2024, 1:10 AM
Have you found a good 2D plotting algorithm for vectors?
Valentin Pletzer
Valentin Pletzer
Feb 7, 2024, 1:12 AM
I’m using umap for dimension reduction and dbscan for clustering
JC
JC
Feb 7, 2024, 7:20 AM
@pletzer - I’ve been mucking around with embeddings as well to identify internal links (<https://jordanchoo.com/blog/finding-internal-link-opportunities-at-scale-with-vector-search/>)
Valentin Pletzer
Valentin Pletzer
Feb 7, 2024, 7:31 AM
love the article. Cool idea and really easy to read (and probably replicate)
JC
JC
Feb 7, 2024, 7:43 AM
@pletzer happy to hear that! Feel free to shoot me a DM if you have any questions
Dale McGeorge
Dale McGeorge
Feb 7, 2024, 4:42 PM
Nice one @jordan.choo, Have you tried any chunking methods? It might also help refine where to put the link within the content.
JC
JC
Feb 8, 2024, 7:57 AM
@dale I have not and didn’t even think about it. I’ll have to give that a whirl
Kristin Tynski
Kristin Tynski
Feb 12, 2024, 10:43 AM
Yes, doing a lot with embeddings for content creation pipelines Im working on. Useful in many ways. Im using it for my RAG/Retrieval, and doing some fun stuff with neo4j and integrating graph traversal with nearest neighbor embedding lookup on a knowledge graph
Mihir Naik
Mihir Naik
Feb 21, 2024, 8:50 AM
I wrote a script that does sentence level embeddings and help find internal links
<https://www.linkedin.com/posts/mihir23192_harnessing-google-search-console-api-using-activity-7141441889295028224-6iGz?utm_source=share&utm_medium=member_desktop|https://www.linkedin.com/posts/mihir23192_harnessing-google-search-console-api-using-[…]889295028224-6iGz?utm_source=share&utm_medium=member_desktop>
 
The script isn't public yet, but I will be publishing soon.
How this script works: Advertools with body text | Mihir Naik posted on the topic | LinkedIn
Yesterday evening I wrote a script that takes &quot;anchor text&quot; & &quot;destination URL&quot; as an input, and suggest Top 3 Sentences & the URL where that sentence is from… | 13 comments on LinkedIn
How this script works: Advertools with body text | Mihir Naik posted on the topic | LinkedIn
ah
ah
Apr 26, 2024, 2:31 PM
Must be Friday I read this as webdings. Shows how much I am in here ????

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