@ai_pythonhttps://cloud.google.com/bigquery/docs/vector-index-text-search-tutorialPerform semantic search and retrieval-augmented generation👉 This tutorial guides you through the end-to-end process of creating and using text embeddings

DLeX: AI Python

@ai_python

https://cloud.google.com/bigquery/docs/vector-index-text-search-tutorial

Perform semantic search and retrieval-augmented generation

👉 This tutorial guides you through the end-to-end process of creating and using text embeddings, including using vector indexes to improve search performance.

This tutorial covers the following tasks:

🖥 Creating a BigQuery ML remote model over a Vertex AI embedding model.

🖥 Using the remote model with the ML.GENERATE_EMBEDDING function to generate embeddings from text in a BigQuery table.

🖥 Creating a vector index to index the embeddings.

🖥 Using the VECTOR_SEARCH function with the embeddings to search for similar text.

🖥 Perform retrieval-augmented generation (RAG) by generating text with the ML.GENERATE_TEXT function, and using vector search results to augment the prompt input and improve results.

This tutorial uses the BigQuery public table patents-public-data.google_patents_research.publications.

Please open Telegram to view this post

VIEW IN TELEGRAM

❤‍🔥1

www.tg-me.com/us/DLeX: AI Python/com.ai_python/17277

2.65K viewsNaviD DariYa, edited Jan 5 at 20:21

tg-me.com/ai_python/17277

Create: 2025-01-05
Last Update: 2025-07-09 16:45:09

DLeX: AI Python Telegram | DID YOU KNOW?

Dump Scam in Leaked Telegram Chat

A leaked Telegram discussion by 50 so-called crypto influencers has exposed the extraordinary steps they take in order to profit on the back off unsuspecting defi investors. According to a leaked screenshot of the chat, an elaborate plan to defraud defi investors using the worthless “$Few” tokens had been hatched. $Few tokens would be airdropped to some of the influencers who in turn promoted these to unsuspecting followers on Twitter.

Export WhatsApp stickers to Telegram on Android

From the Files app, scroll down to Internal storage, and tap on WhatsApp. Once you’re there, go to Media and then WhatsApp Stickers. Don’t be surprised if you find a large number of files in that folder—it holds your personal collection of stickers and every one you’ve ever received. Even the bad ones.Tap the three dots in the top right corner of your screen to Select all. If you want to trim the fat and grab only the best of the best, this is the perfect time to do so: choose the ones you want to export by long-pressing one file to activate selection mode, and then tapping on the rest. Once you’re done, hit the Share button (that “less than”-like symbol at the top of your screen). If you have a big collection—more than 500 stickers, for example—it’s possible that nothing will happen when you tap the Share button. Be patient—your phone’s just struggling with a heavy load.On the menu that pops from the bottom of the screen, choose Telegram, and then select the chat named Saved messages. This is a chat only you can see, and it will serve as your sticker bank. Unlike WhatsApp, Telegram doesn’t store your favorite stickers in a quick-access reservoir right beside the typing field, but you’ll be able to snatch them out of your Saved messages chat and forward them to any of your Telegram contacts. This also means you won’t have a quick way to save incoming stickers like you did on WhatsApp, so you’ll have to forward them from one chat to the other.