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"Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant",
"Transcript:"
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[
"Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/vector-image-search-rag/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(79) | [
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"blog",
"blog/vector-image-search-rag"
] | 11,601 |
[
"Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/vector-image-search-rag/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(79) | [
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"blog",
"blog/vector-image-search-rag"
] | 11,602 |
[
"Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/vector-image-search-rag/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(79) | [
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] | p | So it’s interesting thing to take into consideration. | [
"blog",
"blog/vector-image-search-rag"
] | 11,603 |
[
"Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/vector-image-search-rag/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(80) | [
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"blog",
"blog/vector-image-search-rag"
] | 11,604 |
[
"Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/vector-image-search-rag/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(80) | [
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] | p | I know that metadata filtering is something quite hard to do for vector database, so I don’t really know how it works, but I assume there is a good reason for that. | [
"blog",
"blog/vector-image-search-rag"
] | 11,605 |
[
"Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/vector-image-search-rag/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(80) | [
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] | p | And finally, as I was mentioning before, in my view, new types of models are needed to answer industrial needs. | [
"blog",
"blog/vector-image-search-rag"
] | 11,606 |
[
"Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/vector-image-search-rag/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(80) | [
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] | p | So the model we are talking about, tech guidance to make better image embeddings and automatic chunking, like some kind of algorithm and model which will automatically chunk your documents appropriately. | [
"blog",
"blog/vector-image-search-rag"
] | 11,607 |
[
"Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/vector-image-search-rag/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(80) | [
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] | p | So thank you very much. | [
"blog",
"blog/vector-image-search-rag"
] | 11,608 |
[
"Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/vector-image-search-rag/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(80) | [
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"blog",
"blog/vector-image-search-rag"
] | 11,609 |
[
"Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/vector-image-search-rag/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(80) | [
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"blog",
"blog/vector-image-search-rag"
] | 11,610 |
[
"Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/vector-image-search-rag/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(80) | [
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] | p | If you want to reach me out afterwards, twitch out afterwards, and all my writing and talks are gathered here if you’re interested. | [
"blog",
"blog/vector-image-search-rag"
] | 11,611 |
[
"Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/vector-image-search-rag/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(81) | [
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] | p | There is one question from Tom again, asking about if you did anything to handle images and tables within the documentation when you were doing those rags. | [
"blog",
"blog/vector-image-search-rag"
] | 11,614 |
[
"Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/vector-image-search-rag/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(82) | [
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[
"Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/vector-image-search-rag/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(82) | [
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[
"Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant",
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"blog",
"blog/vector-image-search-rag"
] | 11,617 |
[
"Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/vector-image-search-rag/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(82) | [
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"blog",
"blog/vector-image-search-rag"
] | 11,618 |
[
"Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant",
"Transcript:"
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] | p | But for instance, we did a small pock for the medical company when he tried to integrate some external data source, which was a PDF, and we wanted to use it as an HTML to be able to display the HTML otherwise explained to you directly in the answer. | [
"blog",
"blog/vector-image-search-rag"
] | 11,619 |
[
"Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/vector-image-search-rag/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(82) | [
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"blog/vector-image-search-rag"
] | 11,620 |
[
"Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/vector-image-search-rag/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(82) | [
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"blog/vector-image-search-rag"
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[
"Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant",
"Transcript:"
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] | p | So we did not include them in this case. | [
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] | 11,622 |
[
"Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/vector-image-search-rag/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(83) | [
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[
"Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant",
"Transcript:"
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] | p | Well, dude, thank you so much for coming on here. | [
"blog",
"blog/vector-image-search-rag"
] | 11,625 |
[
"Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/vector-image-search-rag/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(83) | [
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] | p | And thank you all for joining us for yet another vector space talk. | [
"blog",
"blog/vector-image-search-rag"
] | 11,626 |
[
"Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/vector-image-search-rag/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(83) | [
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"blog",
"blog/vector-image-search-rag"
] | 11,627 |
[
"Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant",
"Transcript:"
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] | p | So please reach out to me. | [
"blog",
"blog/vector-image-search-rag"
] | 11,628 |
[
"Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/vector-image-search-rag/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(83) | [
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] | p | And I think that is it for today. | [
"blog",
"blog/vector-image-search-rag"
] | 11,629 |
[
"Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/vector-image-search-rag/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(83) | [
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"blog",
"blog/vector-image-search-rag"
] | 11,630 |
[
"Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/vector-image-search-rag/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(83) | [
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"blog",
"blog/vector-image-search-rag"
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[
"Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant",
"Transcript:"
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[
"Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/vector-image-search-rag/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(84) | [
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"blog",
"blog/vector-image-search-rag"
] | 11,633 |
[
"Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/vector-image-search-rag/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(84) | [
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] | p | Have a nice day. | [
"blog",
"blog/vector-image-search-rag"
] | 11,634 |
[
"Vector Search Complexities: Insights from Projects in Image Search and RAG - Noé Achache | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/vector-image-search-rag/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(85) | [
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"Transcript:"
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] | p | Noé Achache on the future of image embedding | [
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[
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"tags/vector-space-talks"
] | 11,643 |
[
"Vector Space Talks - Qdrant"
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] | p | Discover the efficacy of Dino V2 in image representation and the complexities of deploying vector databases, while navigating the challenges of fine-tuning and data safety in sensitive fields. | [
"tags",
"tags/vector-space-talks"
] | 11,647 |
[
"Vector Space Talks - Qdrant",
"Top Takeaways:"
] | /tags/vector-space-talks/ | html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(5) | [
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"tags",
"tags/vector-space-talks"
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[
"Vector Space Talks - Qdrant",
"Top Takeaways:"
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] | p | 00:00 Relevant experience in vector DB projects and talks.05:57 Match image features, not resilient to changes.07:06 Compute crop vectors, and train to converge.11:37 Simple training task, improve with hard examples.15:25 Improving text embeddings using hard examples.22:29 Future of image embedding for document search.27:28 Efficient storage and retrieval process feature.29:01 Models handle varied data; sparse vectors now possible.35:59 Use memory, avoid disk for CI integration.37:43 Challenging metadata filtering for vector databases and new models | [
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] | p | “So basically what was great is that Dino manages to understand all objects and close patterns without fine tuning. | [
"tags",
"tags/vector-space-talks"
] | 11,659 |
[
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"tags",
"tags/vector-space-talks"
] | 11,662 |
[
"Vector Space Talks - Qdrant",
"More Quotes from Noé:"
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"tags",
"tags/vector-space-talks"
] | 11,667 |
[
"Vector Space Talks - Qdrant",
"Transcript:"
] | /tags/vector-space-talks/ | html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(11) | [
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] | p | Great to have you here everyone. | [
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"tags/vector-space-talks"
] | 11,670 |
[
"Vector Space Talks - Qdrant",
"Transcript:"
] | /tags/vector-space-talks/ | html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(11) | [
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"tags/vector-space-talks"
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[
"Vector Space Talks - Qdrant",
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] | p | And today we are talking about navigating the complexities of vector search. | [
"tags",
"tags/vector-space-talks"
] | 11,673 |
[
"Vector Space Talks - Qdrant",
"Transcript:"
] | /tags/vector-space-talks/ | html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(11) | [
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] | p | We’re going to get some practical insights from diverse projects in image search and everyone’s favorite topic these days, retrieval augmented generation, aka rags. | [
"tags",
"tags/vector-space-talks"
] | 11,674 |
[
"Vector Space Talks - Qdrant",
"Transcript:"
] | /tags/vector-space-talks/ | html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(11) | [
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] | p | So noe, I think you got something for us. | [
"tags",
"tags/vector-space-talks"
] | 11,675 |
[
"Vector Space Talks - Qdrant",
"Transcript:"
] | /tags/vector-space-talks/ | html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(11) | [
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] | p | Yeah, I do. | [
"tags",
"tags/vector-space-talks"
] | 11,678 |
[
"Vector Space Talks - Qdrant",
"Transcript:"
] | /tags/vector-space-talks/ | html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(12) | [
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[
"Vector Space Talks - Qdrant",
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] | p | And let’s get you sharing your screen so we can start rocking, rolling. | [
"tags",
"tags/vector-space-talks"
] | 11,683 |
[
"Vector Space Talks - Qdrant",
"Transcript:"
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[
"Vector Space Talks - Qdrant",
"Transcript:"
] | /tags/vector-space-talks/ | html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(15) | [
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[
"Vector Space Talks - Qdrant",
"Transcript:"
] | /tags/vector-space-talks/ | html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(16) | [
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[
"Vector Space Talks - Qdrant",
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[
"Vector Space Talks - Qdrant",
"Transcript:"
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] | p | Before being there, I worked at realtics on optical character recognition, and I’m now working mostly on, as you said, computer vision and also Gen AI. | [
"tags",
"tags/vector-space-talks"
] | 11,697 |
[
"Vector Space Talks - Qdrant",
"Transcript:"
] | /tags/vector-space-talks/ | html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div:nth-of-type(1) > div > div:nth-of-type(2) > article > p:nth-of-type(16) | [
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] | p | So I’m leading the geni side and I’ve been there for more than three years. | [
"tags",
"tags/vector-space-talks"
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[
"Vector Space Talks - Qdrant",
"Transcript:"
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] | p | Noe Acache: | [
"tags",
"tags/vector-space-talks"
] | 11,699 |
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