Merge pull request #430 from iMeriem/ep192

Author: aboullaite

blablas/ep192/index.md

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+---
+date: 2024-09-29
+time: 20h:00min
+duration: "1:27:53"
+title: "Vector Databases"
+tags: ["AI"]
+category: "AI"
+isNext: false
+youtube: hhttps://www.youtube.com/watch?v=7LNKYIIO-0M
+published: true
+featured: false
+---
+
+In this episode, we will explore Vector databases, a cutting-edge technology revolutionizing data storage and retrieval. We'll examine how these systems efficiently handle high-dimensional data, enabling advanced search capabilities and powering modern AI applications across various industries.
+
+## Guests
+
+- [Oumayma Essarhi](https://twitter.com/oumayma_es_)
+- [Taha Bouhsine](https://twitter.com/Tahabsn)
+- [Merouane Zouaid](https://x.com/merouanezouaid)
+
+
+## Notes
+
+0:00:00 - Introduction and welcoming
+
+0:03:47 - What is a Vector database?
+
+0:13:47 - Why using a Vector Database, and what are the differences with classic Databases?
+
+0:19:15 - Techniques used to speed search with Vector Databases
+
+0:31:58 - Vector databases and AI
+
+0:46:30 - Dealing with "curse of dimensionality" in Vector Databases 
+
+0:55:02 - Privacy concerns while using Vector databases
+
+1:03:56 - Scalability of Vector Databases
+
+1:12:54 - Q&A and Giveaay
+
+1:27:00 - Conclusion
+
+## Links
+
+- [Extracting Training Data from Large Language Models](https://arxiv.org/pdf/2012.07805)
+- [30 days of ML](https://30daysofml.framer.ai/)
+- [Strategy of pickinga Vector database](https://www.reddit.com/r/LangChain/comments/170jigz/my_strategy_for_picking_a_vector_database_a/ )
+- [PGrounding AI in reality with a little help from Data Commons](https://research.google/blog/grounding-ai-in-reality-with-a-little-help-from-data-commons/?linkId=10989162)
+- [DataGemma](https://ai.google.dev/gemma/docs/datagemma)
+- [Masked Image Modeling with Vector-Quantized Visual Tokenizers](https://arxiv.org/pdf/2208.06366)
+- [An Any-to-Any Vision Model for Tens of Tasks and Modalities](https://arxiv.org/abs/2406.09406)
+
+
+
+## Prepared and Presented by
+
+- [Meriem Zaid](https://www.linkedin.com/in/meriem-zaid-652852187/)