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Top 11 Jupyter Notebook Embedding Projects
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awesome-generative-ai
A curated list of Generative AI tools, works, models, and references (by filipecalegario)
Project mention: Generative AI – A curated list of Generative AI tools, works, models | news.ycombinator.com | 2023-07-14 -
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You can find some comparisons and evaluation datasets/tasks here: https://www.sbert.net/docs/pretrained_models.html
Generally MiniLM is a good baseline. For faster models you want this library:
https://github.com/oborchers/Fast_Sentence_Embeddings
For higher quality ones, just take the bigger/slower models in the SentenceTransformers library
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Project mention: GPT Weekly - 3rd July Edition - Adobe’s Safety Net, Open-Source AI: Expanded Context Lengths and more. | /r/ChatGPTPromptGenius | 2023-07-03
LLMs require embeddings to work. What are embeddings? But, did you know embeddings also power the recommendation engines? Another guide on embeddings.
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cleora
Cleora AI is a general-purpose model for efficient, scalable learning of stable and inductive entity embeddings for heterogeneous relational data.
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examples
Analyze the unstructured data with Towhee, such as reverse image search, reverse video search, audio classification, question and answer systems, molecular search, etc. (by towhee-io)
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SonarLint
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entity-embed
PyTorch library for transforming entities like companies, products, etc. into vectors to support scalable Record Linkage / Entity Resolution using Approximate Nearest Neighbors.
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embedding-encoder
Scikit-Learn compatible transformer that turns categorical variables into dense entity embeddings.
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NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
The latest post mention was on 2023-08-07.
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Index
What are some of the best open-source Embedding projects in Jupyter Notebook? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | featureform | 1,520 |
| 2 | awesome-generative-ai | 1,349 |
| 3 | Fast_Sentence_Embeddings | 594 |
| 4 | what_are_embeddings | 534 |
| 5 | cleora | 450 |
| 6 | kgtk | 313 |
| 7 | examples | 250 |
| 8 | Research2Vec | 192 |
| 9 | entity-embed | 128 |
| 10 | embedding-encoder | 38 |
| 11 | emotion-classifier | 5 |
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