Snowflake Integrations with ChatGPT – 2024 Hands-On!

سرفصل های دوره

Design and Implement Snowflake Data Applications with ChatGPT 4

1. Introduction

1. Promo Clip

2. Quick Presentation of the 10 Integrations

3.1 GitHub Repository for this Course.html

3.2 My Medium Blog.html

3.3 Snowflake-ChatGPT-All-Slides.pdf

3. Best Ways to Benefit from this Course

2. App #1 Configure ChatGPT as a Coding Assistant for Snowflake in VSCode

1. Introduction to Snowflake and ChatGPT

2.1 GitHub repository with all demo source code for this course.html

2. Configure VSCode for our GitHub Project

3. Create a Free Trial Snowflake Account

4. Create ChatGPT API and ChatGPT Plus Accounts

5. Install Snowflake and ChatGPT VSCode Plugins

6.1 ChatGPT AI Genie VSCode Plugin.html

6.2 ChatGPT Chat Completions API.html

6.3 ChatGPT Playground.html

6.4 How I Won Singapore’s GPT-4 Prompt Engineering Competition (restricted).html

6.5 Snowflake Free Trial Account.html

6.6 Snowflake in a Nutshell ChatGPT.html

6. Review of Snowflake and ChatGPT

3. App #2 Generate Snowflake Sample Databases with ChatGPT from VSCode

1. Introduction to Snowflake Sample Data

2. Generate and Run Sample DDL Script

3. Generate Fake but Realistic Data in Python

4. Generate Synthetic Data in SQL

5. Generate and Run Python Code for Web Data Scraping

6. Generate SQL Queries for Specific Tables

7.1 ChatGPT The Key to Effortless Web Scraping (restricted).html

7.2 Collaborating with ChatGPT to generate a data warehouse.html

7.3 Generating Realistic Synthetic Data with ChatGPT.html

7.4 How to Use ChatGPT for Web Scraping in 2024.html

7.5 I Found a Loophole to (Successfully) Web Scrape Using ChatGPT. Here’s How it Works (restricted).html

7. Review of Snowflake Sample Data

4. App #3 Snowflake Metadata Inspector in Natural Language

1. Introduction to Snowflake Metadata

2. Create a Simple Q&A Interface with ChatGPT

3. Generate and Run Metadata Queries

4. Create a Streamlit Web App with Tab Control

5. Create a Streamlit Web App with Chat Controls

6.1 Building An LLM-Powered Chat Interface In Snowflake Using Snowsight And Streamlit.html

6. Review of Snowflake Metadata

5. App #4 Interactive Data Analysis with ChatGPT Bot Agent

1. Introduction to Interactive Data Analysis

2. Get Public Datasets from Snowflake Marketplace

3. Extract Metadata for Snowflake Objects

4. Custom Data Analysis using Natural Language

5. Create a Generic ChatGPT Bot

6. Create a Data Analysis ChatGPT Bot Inspector

7.1 Frosty Build an LLM Chatbot in Streamlit on your Snowflake Data (quickstart).html

7.2 How to Talk to Your Data with ChatGPT, Snowflake, & dbt.html

7. Review of Interactive Data Analysis

6. App #5 Instant Charts with the Advanced Data Analysis Plugin

1. Introduction to Generated Data Analysis

2. Create Tables with the Regular ChatGPT Subscription

3. Exploratory Data Analysis with the ChatGPT Plus Subscription

4. Generate Charts and Graphs for Data Analysis

5. Generate Cluster Analysis (as a Data Science Experiment)

6.1 How to use ChatGPT to make charts and tables.html

6.2 The Power of ChatGPT Code Interpreter Creating Data Visualizations Without Writing a Single Line of Code.html

6.3 Ways to Use ChatGPTs Data-Analysis Tool.html

6. Review of Generated Data Analysis

7. App #6 Generate a Usage Monitoring Dashboard for Snowflake Account

1. Introduction to Usage Monitoring Dashboards

2. Extract Usage Queries and Charts with ChatGPT

3. Dashboard as a Streamlit Web App on a Single Page

4. Tab-Based Dashboard as a Streamlit Web App

5. Dashboard as a Multi-Page Streamlit Web App

6.1 Monitoring Snowflake with Snowsight.html

6. Review of Usage Monitoring Dashboards

8. App #7 Data Enrichment with an External Integration of ChatGPT

1. Introduction to calling ChatGPT from within Snowflake

2. Call ChatGPT through the OpenAI REST API

3. Snowflake Function with External Access Integration

4. Create a Simple Streamlit in Snowflake App calling ChatGPT

5. Snowflake External Functions for API and Lambda (Obsolete)

6.1 External access integration in practice 2 — calling OpenAI APIs (restricted).html

6.2 Getting Started with Generative AI in Snowflake and Streamlit (quickstart).html

6.3 Quick Tutorial How to call ChatGPT API Directly From Snowflake.html

6.4 Snowflake + ChatGPT Experience the Power of ChatGPT & GPT-4 in Snowflake DemoHub.Dev.html

6.5 Unlocking The Power Of OpenAI In Snowflake.html

6.6 Using Snowflake External Function to call OpenAI API (restricted).html

6. Review of calling ChatGPT from within Snowflake

9. App #8 ChatGPT with LlamaIndex on Personal Documents

1. Introduction to LlamaIndex and RAG

2. Collect Personal and Custom Content

3. Create a Knowledge Base with LlamaIndex

4. Query ChatGPT with the Indexed Custom Content

5.1 Announcing Streamlit for Snowflake My First Video Course on Udemy!.html

5.2 Build a Retrieval Augmented Generation(RAG) based LLM assistant using Streamlit, OpenAI and LlamaIndex (quickstart).html

5. Review of LlamaIndex and RAG

10. App #9 ChatGPT SQL Generator with LangChain

1. Introduction to LangChain SQL Generation

2. Create & Run a Jupyter Notebook with LangChain

3. Implement a SQL Generator as a Local Streamlit Web App

4. Deploy the SQL Generator in the Streamlit Community Cloud

5.1 Build your First SQL Database Agent with LangChain.html

5.2 Sample Data TPC-H.html

5.3 Snowflake + LangChain Generating SQL Queries from Natural Language Questions.html

5. Review of LangChain SQL Generation

11. App #10 Snowflake Query Analyzer and Optimizer

1. Introduction to Query Analysis and Performance Optimization

2. Experiment Interactively in VSCode

3. Create a Query Analyzer as a Local Streamlit Web App

4. Create a Query Analyzer as a Streamlit App calling a UDF

5.1 Sample Data TPC-H.html

5.2 Who here is using ChatGPT to help with SQL code.html

5. Review of Query Analysis and Performance Optimization

12. Conclusion

1. System Architectures

2. Final Thoughts

3. Test Your Knowledge.html

4. Congratulations, You Made It!

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تولید کننده: Udemy