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Unlocking ChatGPT's Potential: LangChain Tutorial with DuckDB 1 год назад


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Unlocking ChatGPT's Potential: LangChain Tutorial with DuckDB

📖 My Spatial SQL book is out now! ➡️ http://spatial-sql.com/ ⬅️ 🖥️ Start your 7-day Setapp trial here to access 240+ Mac apps using one subscript https://setapp.sjv.io/c/3493413/34332... To say LLMs have been dominating the AI space is a bit of an understatement, and DuckDB is fast becoming a popular choice for analytics use cases. But can we combine these two technologies to ask questions of our database and get results back? Let's find out using NBA Shot Tracker Data and NYC 311 calls, as well as testing out ‪@motherduckdb‬ and their new embedded AI tools! 0:00 Intro 2:55 LangChain overview 5:08 Notebook setup 7:17 DuckDB 10:50 Set up LangChain agent 11:58 Prompt engineering 13:59 NBA Shot Tracker Data 16:49 Spatial data in DuckDB 20:50 Spatial queries using NYC 311 calls 23:38 Embedded AI in MotherDuck 31:04 Embedded AI in MotherDuck Here are the datasets we used in the video: NYC 311: https://portal.311.nyc.gov/article/?k... NBA Shot Tracker on Kaggle: https://www.kaggle.com/datasets/techb... Thanks for watching! You can support this channel in a few different ways: 📰 I run a weekly newsletter on modern GIS on Substack! Check it out and subscribe here: https://mattforrest.substack.com/ Check out some other posts and resources here: Learn Spatial SQL: https://forrest.nyc/learn-spatial-sql/ 40+ Resources for Spatial SQL: https://forrest.nyc/40-spatial-sql-re... 75+ Geospatial Python and Spatial Data Science Resources and Guides: https://forrest.nyc/75-geospatial-pyt... Other courses to get started with GIS, spatial data science, and data science (affiliate links): Geographic Information Systems (GIS) Specialization from UC Davis: https://imp.i384100.net/n1Kyxo Spatial Data Science and Applications from Yonsei University: https://imp.i384100.net/9W6E6W Python for Everybody from University of Michigan: https://imp.i384100.net/BX3P31 Remote Sensing Image Acquisition, Analysis and Applications: https://imp.i384100.net/Xxe4Ay #llm #duckdb #langchain ➕ Follow me on LinkedIn:   / mbforr   🎙️Check out the Modern GIS episode on the MapScaping Podcast: https://mapscaping.com/podcast/what-i... 🌐 My personal website: https://forrest.nyc 🚀 My top links and resources: https://forrest.nyc/links-and-guides-...

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