How to build a sentiment analysis dashboard using MotherDuck & Fabi.ai
Learn how to create a powerful sentiment analysis dashboard for customer reviews using MotherDuck's prompt() function and Fabi.ai. Perfect for data analysts, product managers, and customer success teams.
In this step-by-step tutorial, you'll learn:
✓ How to use MotherDuck's built-in language model for sentiment analysis
✓ Creating interactive dashboards with Fabi.ai
✓ Implementing semantic search using vector embeddings
✓ Building dynamic filters for real-time data exploration
✓ Setting up automated refresh systems
Technical requirements to follow along:
MotherDuck account (Standard plan)
Fabi.ai account (Free tier works!)
Basic SQL and Python knowledge
00:00 Introduction
00:56 What we’re building in this tutorial
01:50 Overview of Fabi.ai & Motherduck
02:50 Looking at our data in Motherduck
04:16 Using MotherDuck’s prompt() function and embedded SLM
06:12 Building an interactive reporting in Fabi.ai
06:40: Create a SQL cell to pull our data
07:41 Query the DataFrame generated by the SQL cell
08:24 Create dynamic filters on our data
10:36 Using AI to help us plot our data as pie chart
11:42 Adding on a box and whisker plot
12:45 Publishing our analysis in an interactive report
13:54 Building semantic search using vector embedding and cosine similarity
Видео How to build a sentiment analysis dashboard using MotherDuck & Fabi.ai канала Fabi.ai: AI data analysis platform
In this step-by-step tutorial, you'll learn:
✓ How to use MotherDuck's built-in language model for sentiment analysis
✓ Creating interactive dashboards with Fabi.ai
✓ Implementing semantic search using vector embeddings
✓ Building dynamic filters for real-time data exploration
✓ Setting up automated refresh systems
Technical requirements to follow along:
MotherDuck account (Standard plan)
Fabi.ai account (Free tier works!)
Basic SQL and Python knowledge
00:00 Introduction
00:56 What we’re building in this tutorial
01:50 Overview of Fabi.ai & Motherduck
02:50 Looking at our data in Motherduck
04:16 Using MotherDuck’s prompt() function and embedded SLM
06:12 Building an interactive reporting in Fabi.ai
06:40: Create a SQL cell to pull our data
07:41 Query the DataFrame generated by the SQL cell
08:24 Create dynamic filters on our data
10:36 Using AI to help us plot our data as pie chart
11:42 Adding on a box and whisker plot
12:45 Publishing our analysis in an interactive report
13:54 Building semantic search using vector embedding and cosine similarity
Видео How to build a sentiment analysis dashboard using MotherDuck & Fabi.ai канала Fabi.ai: AI data analysis platform
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22 января 2025 г. 7:17:11
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