Mastering Natural Language to SQL with LangChain and LangSmith | NL2SQL | With Code 👇
Embark on a journey to redefine database querying with "Mastering Natural Language to SQL with LangChain | NL2SQL." This in-depth video guide will navigate you through the revolutionary process of converting natural language queries into SQL commands using LangChain. Here's what we'll cover:
🌟 Introduction to NL2SQL: Understand the basics of translating natural language to SQL with LangChain.
🔨 Building Your First NL2SQL Model: Step-by-step guide on creating a foundational NL2SQL model.
🎯 Incorporating Few-Shot Learning: How to enhance model accuracy using few-shot examples.
🔄 Dynamic Few-Shot Example Selection: Tailor your model's learning process with dynamic example selection for improved relevance.
🔍 Identifying Relevant Database Tables Dynamically: Techniques to automatically determine which tables to query, streamlining your SQL commands.
✍️ Customizing Prompts for Accurate Responses: Learn to customize prompts for clearer, more precise model outputs.
💬 Adding Conversational Memory: Enable your model to handle follow-up questions by integrating memory into your chatbot.
Designed for data scientists, developers, and anyone interested in leveraging AI for more intuitive database management, this video equips you with the knowledge to make your data querying as simple as having a conversation. Explore the forefront of natural language processing technology and transform your approach to database interactions.
👉 Code and explanation: https://blog.futuresmart.ai/mastering...
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🚀 Top Rated Plus Data Science Freelancer with 8+ years of experience, specializing in NLP and Back-End Development. Founder of FutureSmart AI, helping clients build custom AI NLP applications using cutting-edge models and techniques. Former Lead Data Scientist at Oracle, primarily working on NLP and MLOps.
💡 As a Freelancer on Upwork, I have earned over $100K with a 100% Job Success rate, creating custom NLP solutions using GPT-3, ChatGPT, GPT-4, and Hugging Face Transformers. Expert in building applications involving semantic search, sentence transformers, vector databases, and more.
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