Read the abstract ➤ https://www.conf42.com/Machine_Learning_2023_Daniel_Svonava_vector_ops_embeddingpowered_apps Other sessions at this event ➤ https://www.conf42.com/ml2023 Join Discord ➤ https://discord.gg/DnyHgrC7jC Chapters 0:00 intro 0:22 preface 0:36 building vector-powered apps 1:35 what did we lose with language? 4:14 natural language is a bottleneck 4:50 natural language is ambiguous 5:56 vectors are better! (mostly) 7:55 search before vectors 10:32 recommendations before vectors 14:42 search & recommendations with vectors 17:40 approximate nearest neighbours? 20:23 it can be measured 22:57 building the content vectors... 25:39...and user vectors in the same space! 27:53 let ann do the heavy lifting 29:39 query manager on top 32:36 what will you need to get started & MVP? 38:26 towards a #vectorops platform 42:57 what about generative ai?! 43:41 chat and chains! 45:30 what the frig? 46:42 agents & memory! 48:41 let's connect!