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"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(70) | [
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(70) | [
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
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[
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"Transcript:"
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[
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"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(71) | [
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
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] | p | So what about when it comes to the know, we had Andre V, the CTO of Qdrant on here a few weeks ago. | [
"blog",
"blog/fast-embed-models"
] | 16,178 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(71) | [
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(71) | [
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"blog",
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] | 16,180 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(71) | [
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"blog",
"blog/fast-embed-models"
] | 16,181 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(72) | [
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(72) | [
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
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] | p | I think the more correct way to look at it is that we use the CPU better. | [
"blog",
"blog/fast-embed-models"
] | 16,184 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(72) | [
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] | p | But let’s talk about optimization or quantization, which we do here, right? | [
"blog",
"blog/fast-embed-models"
] | 16,185 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(72) | [
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] | p | So most of what we do is from optimum and the way optimum call set up is they call these levels. | [
"blog",
"blog/fast-embed-models"
] | 16,186 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(72) | [
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"blog",
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] | 16,187 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(72) | [
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
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] | p | And here are some examples which I remember. | [
"blog",
"blog/fast-embed-models"
] | 16,189 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(72) | [
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] | p | So for instance, there is a norm layer which you can fuse with the previous operation. | [
"blog",
"blog/fast-embed-models"
] | 16,190 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(72) | [
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] | p | Then there are different attention layers which you can fuse with the previous one because you’re not going to update them anymore, right? | [
"blog",
"blog/fast-embed-models"
] | 16,191 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(72) | [
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"Transcript:"
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[
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(73) | [
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"blog",
"blog/fast-embed-models"
] | 16,195 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(73) | [
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"blog",
"blog/fast-embed-models"
] | 16,196 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(73) | [
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"blog",
"blog/fast-embed-models"
] | 16,197 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(73) | [
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"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(73) | [
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] | 16,200 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(73) | [
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"blog",
"blog/fast-embed-models"
] | 16,201 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(74) | [
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"blog",
"blog/fast-embed-models"
] | 16,204 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(74) | [
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[
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"Transcript:"
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
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"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(77) | [
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"blog",
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(77) | [
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"blog",
"blog/fast-embed-models"
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[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(77) | [
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] | p | I really appreciate you coming and walking through everything we need to know, not only about fast embed, but I think about embeddings in general. | [
"blog",
"blog/fast-embed-models"
] | 16,215 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(77) | [
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"blog",
"blog/fast-embed-models"
] | 16,216 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(77) | [
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"blog",
"blog/fast-embed-models"
] | 16,217 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(77) | [
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"blog",
"blog/fast-embed-models"
] | 16,218 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
] | /blog/fast-embed-models/ | html > body > div:nth-of-type(1) > div > article > div:nth-of-type(2) > div:nth-of-type(3) > div > p:nth-of-type(77) | [
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"blog",
"blog/fast-embed-models"
] | 16,219 |
[
"FastEmbed: Fast & Lightweight Embedding Generation - Nirant Kasliwal | Vector Space Talks - Qdrant",
"Transcript:"
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"blog",
"blog/fast-embed-models"
] | 16,220 |
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[
"Quantized Emdedding Models - Qdrant"
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[
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[
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] | p | You can also watch this episode on YouTube. | [
"tags",
"tags/quantized-emdedding-models"
] | 16,232 |
[
"Quantized Emdedding Models - Qdrant"
] | /tags/quantized-emdedding-models/ | html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > h2:nth-of-type(1) | [
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] | p | Nirant Kasliwal, AI Engineer at Qdrant joins us on Vector Space Talks to dive into FastEmbed, a lightning-quick method for generating embeddings. | [
"tags",
"tags/quantized-emdedding-models"
] | 16,234 |
[
"Quantized Emdedding Models - Qdrant",
"Top Takeaways:"
] | /tags/quantized-emdedding-models/ | html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(5) | [
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] | p | In this episode, Nirant shares insights, tips, and innovative ways to enhance embedding generation. | [
"tags",
"tags/quantized-emdedding-models"
] | 16,235 |
[
"Quantized Emdedding Models - Qdrant",
"Top Takeaways:"
] | /tags/quantized-emdedding-models/ | html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(6) | [
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] | p | 5 Keys to Learning from the Episode: | [
"tags",
"tags/quantized-emdedding-models"
] | 16,236 |
[
"Quantized Emdedding Models - Qdrant",
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] | /tags/quantized-emdedding-models/ | html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > ol > li:nth-of-type(1) | [
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] | li | Nirant introduces some hacker tricks for improving embedding models - you won’t want to miss these! | [
"tags",
"tags/quantized-emdedding-models"
] | 16,237 |
[
"Quantized Emdedding Models - Qdrant",
"Top Takeaways:"
] | /tags/quantized-emdedding-models/ | html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > ol > li:nth-of-type(2) | [
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"tags",
"tags/quantized-emdedding-models"
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[
"Quantized Emdedding Models - Qdrant",
"Top Takeaways:"
] | /tags/quantized-emdedding-models/ | html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > ol > li:nth-of-type(3) | [
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[
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] | li | Understand how to select default models in Qdrant based on MTEB benchmark, and how to calibrate them for domain-specific tasks. | [
"tags",
"tags/quantized-emdedding-models"
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[
"Quantized Emdedding Models - Qdrant",
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"tags/quantized-emdedding-models"
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[
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] | h2 | More Quotes from Nirant: | [
"tags",
"tags/quantized-emdedding-models"
] | 16,247 |
[
"Quantized Emdedding Models - Qdrant",
"More Quotes from Nirant:"
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] | p | “There is the academic way of looking at and then there is the engineer way of looking at it, and then there is the hacker way of looking at it. | [
"tags",
"tags/quantized-emdedding-models"
] | 16,248 |
[
"Quantized Emdedding Models - Qdrant",
"More Quotes from Nirant:"
] | /tags/quantized-emdedding-models/ | html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(8) | [
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] | p | And I will give you all these three answers in that order.”– | [
"tags",
"tags/quantized-emdedding-models"
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"Quantized Emdedding Models - Qdrant",
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] | p | Nirant Kasliwal | [
"tags",
"tags/quantized-emdedding-models"
] | 16,250 |
[
"Quantized Emdedding Models - Qdrant",
"More Quotes from Nirant:"
] | /tags/quantized-emdedding-models/ | html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(9) | [
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] | p | “I think the more correct way to look at it is that we use the CPU better.”– | [
"tags",
"tags/quantized-emdedding-models"
] | 16,255 |
[
"Quantized Emdedding Models - Qdrant",
"More Quotes from Nirant:"
] | /tags/quantized-emdedding-models/ | html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(10) | [
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[
"Quantized Emdedding Models - Qdrant",
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[
"Quantized Emdedding Models - Qdrant",
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] | p | Welcome back, everyone, to another vector space talks. | [
"tags",
"tags/quantized-emdedding-models"
] | 16,259 |
[
"Quantized Emdedding Models - Qdrant",
"Transcript:"
] | /tags/quantized-emdedding-models/ | html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(11) | [
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] | p | Today we’ve got my man Nirant coming to us talking about FastEmbed. | [
"tags",
"tags/quantized-emdedding-models"
] | 16,260 |
[
"Quantized Emdedding Models - Qdrant",
"Transcript:"
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] | p | For those, if this is your first time at our vector space talks, we like to showcase some of the cool stuff that the community in Qdrant is doing, the Qdrant community is doing. | [
"tags",
"tags/quantized-emdedding-models"
] | 16,261 |
[
"Quantized Emdedding Models - Qdrant",
"Transcript:"
] | /tags/quantized-emdedding-models/ | html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(11) | [
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] | p | And we also like to show off some of the cool stuff that Qdrant itself is coming out with. | [
"tags",
"tags/quantized-emdedding-models"
] | 16,262 |
[
"Quantized Emdedding Models - Qdrant",
"Transcript:"
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] | p | And this is one of those times that we are showing off what Qdrant itself came out with with FastEmbed. | [
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[
"Quantized Emdedding Models - Qdrant",
"Transcript:"
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] | p | And we’ve got my man Nirant around here somewhere. | [
"tags",
"tags/quantized-emdedding-models"
] | 16,264 |
[
"Quantized Emdedding Models - Qdrant",
"Transcript:"
] | /tags/quantized-emdedding-models/ | html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(11) | [
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] | p | I am going to bring him on stage and I will welcome him by saying Nirant a little bit about his bio, we could say. | [
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"tags/quantized-emdedding-models"
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[
"Quantized Emdedding Models - Qdrant",
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] | p | So, Naran, what’s going on, dude? | [
"tags",
"tags/quantized-emdedding-models"
] | 16,266 |
[
"Quantized Emdedding Models - Qdrant",
"Transcript:"
] | /tags/quantized-emdedding-models/ | html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(11) | [
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[
"Quantized Emdedding Models - Qdrant",
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] | /tags/quantized-emdedding-models/ | html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(12) | [
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[
"Quantized Emdedding Models - Qdrant",
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"tags",
"tags/quantized-emdedding-models"
] | 16,269 |
[
"Quantized Emdedding Models - Qdrant",
"Transcript:"
] | /tags/quantized-emdedding-models/ | html > body > div:nth-of-type(1) > div > section > div > div > div > div > div:nth-of-type(2) > div > div > div > div:nth-of-type(2) > article > p:nth-of-type(12) | [
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"tags",
"tags/quantized-emdedding-models"
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[
"Quantized Emdedding Models - Qdrant",
"Transcript:"
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] | p | I like that shirt that you got there. | [
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Subsets and Splits