End to End Text to SQL LLM App along with Quering SQL database using langchain #artificial #python

Показать описание

In this video, we dive into building a powerful Text-to-SQL application that converts natural language questions into SQL queries and interacts with an SQLite database. We leverage LangChain for generating SQL queries from text and Streamlit for creating an interactive web interface.

🌟 What You’ll Learn:

Database Setup: Learn how to create and populate an SQLite database with sample data using Python.
LangChain Integration: Discover how to use LangChain to convert natural language questions into SQL queries. We’ll cover configuration, generating SQL from text, and handling responses.
Streamlit Interface: Build a user-friendly web application using Streamlit. See how to capture user input, display generated SQL queries, and show query results.
🔧 Tools and Technologies:

LangChain: For natural language processing and SQL query generation.
Streamlit: To create a sleek and interactive web application.
SQLite: A lightweight database for managing and querying data.
Python: The programming language used for all tasks.
📜 Key Features:

Convert natural language questions into SQL queries.
Execute queries on a sample database and display results.
Simple and intuitive web interface for easy interaction.
📂 Resources:

LangChain Documentation
Streamlit Documentation
SQLite Documentation
GitHub Repository
🔔 Don’t forget to Like, Comment, and Subscribe for more tutorials on AI, Machine Learning, and Data Science!

#LangChain #Streamlit #TextToSQL #Python #Database #AI #MachineLearning

Рекомендации по теме

End to End Text to SQL LLM App along with Quering SQL database using langchain #artificial #python

End-to-End Adversarial Text-to-Speech (Paper Explained)

End To End Text To SQL LLM App Along With Querying SQL Database Using Google Gemini Pro

End to End, Text to Audio To Lip Sync

End To End Text To SQL LLM App with MYSQL , SteamLit & LangChain using Google Palm

End to End, Text to Audio To Lip Sync

END TO END TEXT CLASSIFICATION | MACHINE LEARNING | DATA SCIENCE | NLP | DATA SCIENCE PROJECTS

Towards End-to-end Text Spotting with Convolutional Recurrent Neural Networks

Amazon DataTuner: End-to-End Neural Data-to-Text Generation, with Isabel Groves and Hamza Harkous

JT Tuimoloau is Motivated to End Ohio State Career on High Note | Ohio State Buckeyes Podcast

How Does End-To-End Encryption Work and Which Apps Encrypt Your Messages?

Reinforce-Aligner: Reinforcement Alignment Search for Robust End-to-End Text-to-Speech - (3 minu...

End-to-End No-Code Development of NER model for Text with Annotation Lab

The End 💀 #text

End-to-End Text-to-Speech Synthesis, Part 1

OpenHands: AI Software Engineer - Generate Complex Apps End-to-End! (Opensource)

End to End Text Classification using Python and Scikit learn

End To End NLP Project Implementation With Deployment Github Action- Text Summarization- Krish Naik

Can Knowledge of End-to-End Text-to-Speech Models Improve Neural MIDI-to-Audio Synthesis Systems?

Multitask Training with Text Data for End-to-End Speech Recognition - (3 minutes introduction)

Devon: Opensource AI Software Engineer - Builds & Deploy Apps End-to-End!

Automated Text Summarization Using NLP | End To End NLP Project | Using Transformers

How Encryption Works - and How It Can Be Bypassed

End to End Text Summarization Project using Flask and HuggingFace Pegasus Transformer

End to End Encryption (E2EE) - Computerphile