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Enterprise-grade natural language to SQL generation using LLMs: Balancing accuracy, latency, and scale

Flipboard

Recent advances in generative AI have led to the rapid evolution of natural language to SQL (NL2SQL) technology, which uses pre-trained large language models (LLMs) and natural language to generate database queries in the moment.

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Build generative AI applications quickly with Amazon Bedrock IDE in Amazon SageMaker Unified Studio

AWS Machine Learning Blog

Without specialized structured query language (SQL) knowledge or Retrieval Augmented Generation (RAG) expertise, these analysts struggle to combine insights effectively from both sources. Use Amazon Athena SQL queries to provide insights. Prompt 2: Were there any major world events in 2016 affecting the sale of Vegetables?

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Db2

Dataconomy

Compatibility options The Oracle SQL compatibility feature within Db2 on LUW aids users transitioning from Oracle databases, simplifying the migration process. Limited talent pool A smaller pool of professionals with Db2 expertise exists, particularly when compared to more widely adopted systems such as Oracle and Microsoft SQL Server.

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Build a Text-to-SQL solution for data consistency in generative AI using Amazon Nova

AWS Machine Learning Blog

Text-to-SQL bridges this gap by generating precise, schema-specific queries that empower faster decision-making and foster a data-driven culture. We show how to effectively use Text-to-SQL using Amazon Nova , a foundation model (FM) available in Amazon Bedrock , to derive precise and reliable answers from your data.

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Show HN: I'm an airline pilot – I built interactive graphs/globes of my flights

Hacker News

Prior to this, I flew the Airbus A320 family based at Heathrow and Gatwick since 2016. Statistics I log all of my flights digitally using LogTen Pro , which lets me query them using SQL and present them in infographic format. A career highlight has been flying with my father, who is a Captain on the A350 with BA.

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The ultimate guide to Hyper-V backups for VMware administrators

Data Science Dojo

Windows Failover Clustering is applied in a number of different use cases, including file servers and SQL clusters, as well as Hyper-V. A Snapshots folder is created that may contain the following files: VMCX – This is the new binary format for the configuration file introduced in Windows Server 2016.

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Data breach

Dataconomy

Malware/ransomware/SQL injection: Malicious software can infiltrate systems, compromising data. Yahoo (2013-2016): One of the largest data breaches, affecting billions of user accounts. Below are 14 common contributors: Accidental data leak/exposure: Human errors may unintentionally expose data.

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