Vector Database Search - Hierarchical Navigable Small Worlds (HNSW) Explained
In this video, we explore how the hierarchical navigable small worlds (HNSW) algorithm works when we want to index vector databases, and how it can speed up the process of finding the most similar vectors in a database to a given query.
Related Videos
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
Why Language Models Hallucinate: • Why Language Models Hallucinate
Grounding DINO, Open-Set Object Detection: • Object Detection Part 8: Grounding DI...
Transformer Self-Attention Mechanism Explained: • Transformer Self-Attention Mechanism ...
How to Fine-tune Large Language Models Like ChatGPT with Low-Rank Adaptation (LoRA): • How to Fine-tune Large Language Model...
Multi-Head Attention (MHA), Multi-Query Attention (MQA), Grouped Query Attention (GQA) Explained: • Multi-Head Attention (MHA), Multi-Que...
LLM Prompt Engineering with Random Sampling: Temperature, Top-k, Top-p: • LLM Prompt Engineering with Random Sa...
The Era of 1-bit LLMs: All Large Language Models are in 1.58 Bits: • The Era of 1-bit LLMs: All Large Lang...
Contents
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
00:00 - Intro
00:17 - Vector database and search
01:42 - Navigable small worlds
03:29 - Skip linked lists
04:49 - Hierarchical Navigable Small Worlds
06:47 - HNSW Search Speed
07:49 - Outro
Follow Me
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
🐦 Twitter: @datamlistic / datamlistic
📸 Instagram: @datamlistic / datamlistic
📱 TikTok: @datamlistic / datamlistic
Channel Support
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
The best way to support the channel is to share the content. ;)
If you'd like to also support the channel financially, donating the price of a coffee is always warmly welcomed! (completely optional and voluntary)
► Patreon: / datamlistic
► Bitcoin (BTC): 3C6Pkzyb5CjAUYrJxmpCaaNPVRgRVxxyTq
► Ethereum (ETH): 0x9Ac4eB94386C3e02b96599C05B7a8C71773c9281
► Cardano (ADA): addr1v95rfxlslfzkvd8sr3exkh7st4qmgj4ywf5zcaxgqgdyunsj5juw5
► Tether (USDT): 0xeC261d9b2EE4B6997a6a424067af165BAA4afE1a
#vectordatabase #vectorsearch #rag #hnsw
Watch video Vector Database Search - Hierarchical Navigable Small Worlds (HNSW) Explained online without registration, duration hours minute second in high quality. This video was added by user DataMListic 22 May 2024, don't forget to share it with your friends and acquaintances, it has been viewed on our site 5,650 once and liked it 237 people.