The Fifth Elephant 2024 Annual Conference (12th &13th July)
Maximising the Potential of Data — Discussions around data science, machine learning & AI
Jul 2024
8 Mon
9 Tue
10 Wed
11 Thu
12 Fri
13 Sat 09:00 AM – 06:05 PM IST
14 Sun
Maximising the Potential of Data — Discussions around data science, machine learning & AI
Jul 2024
8 Mon
9 Tue
10 Wed
11 Thu
12 Fri
13 Sat 09:00 AM – 06:05 PM IST
14 Sun
Aditi Ahuja
Submitted Jun 3, 2024
This talk is focused on an equipping the audience with an overall understanding of the current vector database landscape, and how vector databases work internally with a focus on a few common algorithms.
Primarily intended for engineers looking to understand the intersection of information retrieval with artificial intelligence.
Since solutions to store and retrieve vector embeddings are now a key infrastructural component as part of RAG pipelines, evaluating the various offerings will require understanding the most common algorithms.
This involves understanding of some aspects of multiple moving parts such as tuning embedding models, leveraging the embedding to provide context in RAG pipelines.
This talk aims to provide a system overview to build upon when surveying the developments in this domain.
The narrative will start from why vector databases are needed and the recent developments driving this demand. It will then transition into discussing the internals of vector databases and the specific trade-offs to consider when evaluating vector databases compared to non-vector ones.
Jul 2024
8 Mon
9 Tue
10 Wed
11 Thu
12 Fri
13 Sat 09:00 AM – 06:05 PM IST
14 Sun
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