Streamlit for Snowflake Masterclass 2024 Hands-On!

سرفصل های دوره

by World-Class Snowflake Expert, former Data Superhero and SnowPro Certification SME

1 - Introduction

1 - Course Structure and Content

2 - Best Ways to Benefit from this Course

3 - All Slides and Resources

3 - GitHub Repository for the Live Experiments from this Course.txt

3 - GitHub Repository for this Course.txt

3 - My Medium Blog on Snowflake published as well on the DSH blog.txt

3 - Snowflake Quick Starts on Streamlit.txt

3 - Streamlit-for-Snowflake.pdf

2 - Testing Local Streamlit Web Apps

5 - Introduction and Section Summary

6 - Build a Simple Hierarchical Data Viewer in Python

7 - Convert the Hierarchical Data Viewer to a Streamlit Web App

8 - Hierarchical Data Charts in Streamlit with Plotly

9 - Streamlit Layout Components

10 - Add Hierarchical Formats and Animation

11 - Improve Original Data Viewer App and Make It More Generic

12 - Use Streamlit Input Controls

13 - Cache Data Between Page Reruns

14 - Save State Data Between Page Reruns

15 - Use Control Callbacks on Page Reruns

16 - Finalize the Hierarchical Data Viewer as a Streamlit Web App

3 - Sharing Streamlit Web Apps in Streamlit Cloud

18 - Deploy Your Local Web App to Streamlit Cloud

19 - Use Data Caching with a Generated Session ID

20 - Make App Private and Protect Public App Access

21 - Data Analysis of RealEstate Properties with a BI Streamlit App

22 - ML Object Detection with a CNN Data Science Streamlit App

4 - Connecting Streamlit Apps to Snowflake

23 - Introduction and Section Summary

24 - Upload Data into a New Snowflake Account through the Web UI

25 - Connect to Snowflake with SnowSQL CLI

26 - Connect to Snowflake with the Connector for Python

27 - Connect to Snowflake with Snowpark for Python

28 - Build a Complex Query with the Python Client and Snowpark

29 - Build a Complex Query with the Snowpark DataFrame API

30 - Push Python Code as a Stored Procedure with Snowpark

31 - Connect to Snowflake with Streamlit Connector in MultiPage App

32 - Connect the Hierarchical Data Viewer to Snowflake

33 - Enhance the Hierarchical Data Viewer with Recursive Queries

34 - Deploy the Connected Hierarchical Data Viewer to Streamlit Cloud

35 - Create a Hierarchical Metadata Viewer as a Streamlit MultiPage App

36 - Create an EntityRelationship Diagram Viewer with Streamlit

37 - Create a NLP Sentiment Analysis App with the IMDB Reviews

38 - Integrate Snowflake with ChatGPT

5 - Deploying Streamlit Apps to Snowflake

39 - Introduction and Section Summary

40 - Create and Deploy a Streamlit in Snowflake App

41 - Deploy the Hierarchical Data Viewer in Snowflake as a Streamlit App

42 - Deploy the Hierarchical Metadata Viewer in Snowflake as a Streamlit App

43 - Create a MultiPage Dashboard with VegaLite Charts as a Streamlit App

44 - Create a MultiPage Dashboard with Altair Charts as a Streamlit App

45 - Train a Linear Regression ML Model and Predict with UDF

46 - Deploy the Hierarchical Metadata Viewer as a Snowflake Native App

47 - Deploy the Hierarchical Data Viewer as a Snowflake Native App

48 - Review the Snowflake Native App Framework

49 - Enrich IP Address Data with a Snowflake Native App

50 - Install and Run a Free Snowflake Native App from the Marketplace

51 - Thank You and Goodbye

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تولید کننده: Udemy