AWS Machine Learning Blog

MARCH 5, 2025

To scale ground truth generation and curation, you can apply a risk-based approach in conjunction with a prompt-based strategy using LLMs. Its important to note that LLM-generated ground truth isnt a substitute for use case SME involvement. To convert the source document excerpt into ground truth, we provide a base LLM prompt template.

Generative AI 75

Generative AI LLM AI AI 75

AWS Machine Learning Blog

JUNE 18, 2024

Cost-effective – The solution should only invoke LLM to generate reusable code on an as-needed basis instead of manipulating the data directly to be as cost-effective as possible. LLMs excel at writing code and reasoning over text, but tend to not perform as well when interacting directly with time-series data.

Generative AI 117

Generative AI Data Ingestion Python LLM 117

AWS Machine Learning Blog

SEPTEMBER 6, 2024

RAG is a methodology to improve the accuracy of LLM responses answering a user query by retrieving and inserting relevant domain knowledge into the language model prompt. Tuning chunking and indexing in the retriever makes sure the correct content is available in the LLM prompt for generation.

Generative AI 87

Generative AI LLM AI AI 87

ODSC - Open Data Science

OCTOBER 9, 2024

So what are you waiting for? Get your pass today !

Software Engineer 40

Software Engineer Software Development DevOps Machine Learning 40

TransOrg Analytics

SEPTEMBER 24, 2024

Data Foundation on AWS Amazon S3: Scalable storage foundation for data lakes. AWS Lake Formation: Simplify the process of creating and managing a secure data lake. Amazon Redshift: Fast, scalable data warehouse for analytics. AWS Glue: Fully managed ETL service for easy data preparation and integration.

ETL 52

ETL LLM Data Ingestion Automation 52

TransOrg Analytics

SEPTEMBER 24, 2024

Data Foundation on AWS Amazon S3: Scalable storage foundation for data lakes. AWS Lake Formation: Simplify the process of creating and managing a secure data lake. Amazon Redshift: Fast, scalable data warehouse for analytics. AWS Glue: Fully managed ETL service for easy data preparation and integration.

ETL 52

ETL LLM Data Ingestion Automation 52

Flipboard

NOVEMBER 27, 2024

Read triples from the Neptune database and convert them into text format using an LLM hosted on Amazon Bedrock. Amazon Bedrock Knowledge Bases is configured to use the preceding S3 bucket as a data source to create a knowledge base. The following LLM models must be enabled. account } WHERE { ?asset asset "GlueTableAssetType".

Metadata 148

Metadata Auto-complete Data Discovery ML Engineer 148