Text-to-SQL Courses and Certifications

Coursera

Queries with OpenAI: Translate Natural Text to SQL

Build a tool that turns natural language questions into SQL: load CSV data into pandas, craft table-definition GPT prompts, and query a real database.

• Coursera
• 2 hours 52 minutes
• Self-Paced
• Paid Course

Intermediate SQL Querying with AI

265 ratings at DataCamp

Learn SQL with an AI Assistant This comprehensive course helps you build your SQL skills using AI as your coding assistant.

• DataCamp
• 3 hours
• Self-Paced
• Free Trial Available

Building Generative AI Apps to Talk to Your Data

Build conversational AI apps that answer questions from your data with Cortex Search and Cortex Analyst on Snowflake.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Spring I/O

Text-to-SQL: Chat with a Database Using Generative AI

Explore cutting-edge Text-to-SQL conversion using Spring Boot and Spring AI APIs. Learn to bridge natural language processing with database interaction through advanced Generative AI techniques.

• YouTube
• 50 minutes
• Self-Paced
• Free Video

AWS Events

Fidelity Investments - Text-to-SQL for Data Analytics at Enterprise Scale

Explore Fidelity's enterprise Text-to-SQL AI solution enabling natural language database queries, covering architecture, optimization, and validation frameworks.

• YouTube
• 19 minutes
• Self-Paced
• Free Video

AWS Events

Learn How to Build Intelligent E-commerce Support and an AI-Powered Text-to-SQL Chatbot

Master building intelligent e-commerce support systems and AI-powered text-to-SQL chatbots using AWS cloud services and machine learning technologies.

• YouTube
• 1 hour 15 minutes
• Self-Paced
• Free Video

Data Council

Text-to-SQL Is Not the Answer: How to Effectively Use AI for Analytics

Explore why AI complements rather than replaces BI practices in analytics workflows, with insights on effectively integrating natural language interfaces alongside traditional dashboards.

• YouTube
• 31 minutes
• Self-Paced
• Free Video

Summarize Text using SQL and LLMs in BigQuery ML

Call Vertex AI large language models from SQL in BigQuery ML to summarize source code from GitHub repositories and identify the programming language used.

• Coursera
• 1 hour
• Self-Paced
• Paid Course

Snowflake

Building Generative AI Apps to Talk to Your Data

14 ratings at Coursera

Build conversational apps over your own data: RAG on documents with Cortex Search, text-to-SQL with Cortex Analyst, and Streamlit frontends deployed end to end.

• Coursera
• 3 weeks, 2 hours a week
• Self-Paced
• Paid Course

Improving Accuracy of LLM Applications

10 ratings at Coursera

Build a text-to-SQL agent, measure it with an evaluation framework, and cut hallucinations through instruction tuning, memory tuning, LoRA, and MoME on Llama models.

• Coursera
• 1 hour 2 minutes
• Self-Paced
• Free Online Course

SkillUp EdTech

Generative AI: Elevate your Business Intelligence Career

Explore AI-powered data querying, SQL generation, analysis, visualizations, dashboards, reports, and presentations through hands-on labs and a practical project.

• edX
• 4 weeks, 2-3 hours a week
• Self-Paced
• Free Online Course (Audit)

Toronto Machine Learning Series (TMLS)

Solving Hard Problems When Data is Small - A Case Study with Semantic Parsing

Learn techniques for solving challenging NLP problems with limited data, focusing on cross-domain text-to-SQL semantic parsing. Explore model architecture, training deep transformers, and effective data augmentation strategies.

• YouTube
• 50 minutes
• Self-Paced
• Free Video

The ASF

Better Evaluation for Text2SQL Using Apache Calcite

Discover how Apache Calcite enhances Text2SQL evaluation methods, improving query accuracy and performance in data analysis workflows.

• YouTube
• 30 minutes
• Self-Paced
• Free Video

Data Science Festival

Scaling Analytical Capabilities for Increasing Client Demand

Explore how NatWest Boxed leverages LLMs to create a text-to-SQL product, democratizing data access and scaling analytical capabilities to meet growing client demands.

• YouTube
• 15 minutes
• Self-Paced
• Free Video

AWS Events

Unified Knowledge Access - Bridging Data with Generative AI Agents

Discover how to bridge structured and unstructured data using AI agents, vector stores, and text-to-SQL systems for enhanced generative AI capabilities in enterprise environments.

• YouTube
• 59 minutes
• Self-Paced
• Free Video