Building Advanced Semantic-Search using ElasticSearch and GPT Models

Video Description

Building Intent Based Advanced Semantic Search From Scratch In this video, we are going to build advanced semantic search from scratch by using new updated elastic search and the new json mode of chat GPT. If a user searches for: Blue T shirts for men under 2k. Normal semantic search results might give results which contain other colour T-shirts as well. It can contain T-shirts for women as well and it will most probably not understand that we want T-shirts only under the price of 2000. We will see how we can fine-tune these results so that the user will get most accurate products according to his/her query Tech Stack: New json mode of GPT 3.5 Turbo Model Elastic-search 8.11 ( which supports vector dimensions up to 4096) OpenAI’s text-embedding-ada-002 model Github of entire project: https://github.com/abidsaudagar/Advanced-Semantic-Search-intent-based Chapters 00:00 Introduction 00:21 What's new in Advanced Semantic Search 01:33 Architecture of entire project 03:05 Let's start coding 03:16 Dependencies and Data Cleaning 03:48 Converting text to vector using openAI's embedding 05:14 Inserting data to ElasticSearch 07:42 Searching data from Elastic Search Index 09:15 Applying filters on semantic search results 10:41 Getting intent of users using GPT 3.5 turbo model 16:06 Testing results of advanced semantic search 16:37 Important update & Thank You Other references mentioned in the video: https://platform.openai.com/docs/guides/embeddings/use-cases https://platform.openai.com/docs/guides/text-generation/json-mode https://openai.com/pricing Link of my previous semantic search video: Build Semantic-Search with Elastic search and BERT vector embeddings: https://youtu.be/KSwPR9eig7w?si=Xg8rR71f1vPy3cCO Checkout my similar videos: 1. Coding a privateGPT using LANGCHAIN, HuggingFace Embeddings and FREE LLM: https://youtu.be/kUxfr2i2zn8?si=RnopWMwdHidpBCbL 2. Coding chatbot to talk with QURAN using ChatGPT and Langchain: https://youtu.be/aBNG35bKf9k?si=bd2xsVbDQihKaDNY YOU CAN FIND ME HERE AS WELL : My Instagram: https://www.instagram.com/abidsaudagar/ My LinkedIn: https://www.linkedin.com/in/abidsaudagar https://medium.com/@abidsaudagar/building-advanced-semantic-search-with-elasticsearch-and-gpt-3-5-turbo-28647e155fda