How to Build a Recommendation System with AI and Semantic Search

  Рет қаралды 4,935

Weaviate • Vector Database

Weaviate • Vector Database

Күн бұрын

Vector databases and large language models (or LLMs) enable fast prototyping of systems that were incredibly difficult to build in the past. In this video, you'll learn how to leverage the power of AI through Semantic Search to query a dataset of books producing recommendations based on user inputs. This project is packaged in a NextJS application and a Python data pipeline. You can build this locally or on Replit using our Repl!
Live demo: bookrecs.weaviate.io/
GitHub: github.com/weaviate/BookRecs
Repl: replit.com/@Weaviate/AI-Book-...
Weaviate Forum: forum.weaviate.io/
Weaviate Community Slack: weaviate.io/slack
Kaggle Dataset: www.kaggle.com/datasets/dylan...
Music: Mixkit - Driving Ambition
Introduction 0:00
Accounts & Environments 1:43
Loading Data 4:55
Semantic Search Query 7:15
NextJS App 8:39
Input Form 9:05
Defining the API 10:32
Recommendation Grid 11:15
Modal View 12:10
Outro 13:05

Пікірлер: 13
@nair38
@nair38 9 ай бұрын
Was very easy to follow and code worked beautifully on Replit. Great job, Adam
@itsajchan
@itsajchan 9 ай бұрын
Thanks @nair38, super happy to hear you had a good time following this Weaviate project!
@henkhbit5748
@henkhbit5748 8 ай бұрын
Great video about weaviate and recommendation system. A video about RAG using open source llm like mistral and langchain in a local setting (using docker) would be very helpfull!
@ersineser7610
@ersineser7610 5 ай бұрын
Thank you very much for sharing.
@nogueirad
@nogueirad 10 ай бұрын
Great! Really easy to build with Weaviate
@AdamChan-kt9zk
@AdamChan-kt9zk 10 ай бұрын
Thanks! It's super easy to build with Weaviate!
@ecardenas300
@ecardenas300 10 ай бұрын
Awesome intro and demo!
@AdamChan-kt9zk
@AdamChan-kt9zk 10 ай бұрын
Thanks! In the next video, I'll show off Weaviate Embedded which will reduce friction even further in the early stages of using Weaviate :D
@hellojeezai
@hellojeezai 6 ай бұрын
You guys are great!
@connorshorten6311
@connorshorten6311 10 ай бұрын
Awesome demo!!
@AdamChan-kt9zk
@AdamChan-kt9zk 10 ай бұрын
Thanks Connor!
@Cdaprod
@Cdaprod 9 ай бұрын
Thanks!
@rickr937
@rickr937 9 ай бұрын
Nice, but this is not a recommendation system at all. This is a frontend for a search system.
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