After doing these courses, I feel confident creating professional visualizations and dashboards
Shoebur RahmanProcurement Specialist, Giz Bangladesh
课程介绍
Most of your organization's knowledge is locked inside tables, PDFs, and documents that only technical users can query. What if anyone could just ask? In this course, you'll build generative AI apps on Snowflake that let people talk to their data in plain language. You'll learn when to reach for RAG, hybrid search, or text-to-SQL, then build working chatbots with Cortex Search for documents and Cortex Analyst for tables, each with a Streamlit front end. By the end, you'll turn raw data into answers the whole business can use.
先修要求
课程大纲
课程大纲
1
Introduction to building conversational apps with data
In this chapter, learn how to choose between RAG, hybrid search, and text-to-SQL for your data and sketch the architecture of a conversational app on Snowflake.
- Getting answers from data50 经验值
- Getting answers from data: Using RAG50 经验值
- Getting answers from data: Using text-to-SQL50 经验值
- What we will build: Success in this course50 经验值
- Reference documentation on COMPLETE50 经验值
- Querying unstructured data: RAG50 经验值
- Querying Unstructured Data: Hybrid Search50 经验值
- Querying structured data: Text-to-SQL50 经验值
- Setting up your environment50 经验值
- Let's dive in50 经验值
- Chapter 1 review - Question 150 经验值
- Chapter 1 review - Question 250 经验值
- Chapter 1 review - Question 350 经验值
- Chapter 1 review - Question 450 经验值
- Chapter 1 review - Question 550 经验值
2
Finding answers from unstructured data with Cortex Search
In this chapter, learn how to build a RAG app with Cortex Search by loading, parsing, and chunking documents, measuring answer quality, and shipping it with Streamlit.
3
Answer questions from structured data with Cortex Analyst
In this final chapter, learn how to turn structured tables into a natural-language interface with Cortex Analyst, using a semantic model to generate accurate SQL and serve answers through a Streamlit app.
R
Building Generative AI Apps to Talk to Your Data
课程完成
