AWS Machine Learning Blog

JULY 15, 2025

Amazon Bedrock Knowledge Bases has extended its vector store options by enabling support for Amazon OpenSearch Service managed clusters, further strengthening its capabilities as a fully managed Retrieval Augmented Generation (RAG) solution. Why use OpenSearch Service Managed Cluster as a vector store?

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Clustering AWS K-nearest Neighbors Database 89

AWS Machine Learning Blog

NOVEMBER 15, 2024

of persons present’ for the sustainability committee meeting held on 5th April, 2012? His research interests are in the area of natural language processing, explainable deep learning on tabular data, and robust analysis of non-parametric space-time clustering. WASHINGTON, D. 20036 1128 SIXTEENTH ST.,

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ML ML Python AWS 109

AWS Machine Learning Blog

MARCH 10, 2025

Amazon Bedrock Guardrails implements content filtering and safety checks as part of the query processing pipeline. Anthropic Claude LLM performs the natural language processing, generating responses that are then returned to the web application.

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AWS Database AI AI 112

AWS Machine Learning Blog

SEPTEMBER 3, 2024

Cost optimization – The serverless nature of the integration means you only pay for the compute resources you use, rather than having to provision and maintain a persistent cluster. This same interface is also used for provisioning EMR clusters. The following diagram illustrates this solution.

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AWS Clustering Big Data Big Data 117

Mlearning.ai

APRIL 8, 2023

Charting the evolution of SOTA (State-of-the-art) techniques in NLP (Natural Language Processing) over the years, highlighting the key algorithms, influential figures, and groundbreaking papers that have shaped the field. Evolution of NLP Models To understand the full impact of the above evolutionary process.

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Natural Language Processing Algorithm Machine Learning Machine Learning 98

AWS Machine Learning Blog

SEPTEMBER 11, 2024

PBAs, such as graphics processing units (GPUs), have an important role to play in both these phases. The following figure illustrates the idea of a large cluster of GPUs being used for learning, followed by a smaller number for inference. in 2012 is now widely referred to as ML’s “Cambrian Explosion.” Work by Hinton et al.

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AWS ML ML Clustering 115

AWS Machine Learning Blog

APRIL 16, 2024

For Secret type , choose Credentials for Amazon Redshift cluster. Choose the Redshift cluster associated with the secrets. However, it is essential to acknowledge the inherent differences between human language and SQL. or later image versions. Enter the credentials used to log in to access Amazon Redshift as a data source.

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SQL AWS Database Data Scientist 127