AWS Machine Learning Blog

JANUARY 13, 2023

To mitigate these challenges, we propose a federated learning (FL) framework, based on open-source FedML on AWS, which enables analyzing sensitive HCLS data. In this two-part series, we demonstrate how you can deploy a cloud-based FL framework on AWS. In the first post , we described FL concepts and the FedML framework.

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AWS Machine Learning Blog

NOVEMBER 26, 2024

Given a database schema, the model is provided with three examples pairing a natural-language question with its corresponding SQL query. About the Authors Benoit de Patoul is a GenAI/AI/ML Specialist Solutions Architect at AWS. We used prompt engineering guidelines to tailor our prompts to generate better responses from the LLM.

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AWS Machine Learning Blog

MARCH 14, 2024

In this post we highlight how the AWS Generative AI Innovation Center collaborated with the AWS Professional Services and PGA TOUR to develop a prototype virtual assistant using Amazon Bedrock that could enable fans to extract information about any event, player, hole or shot level details in a seamless interactive manner.

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AWS Machine Learning Blog

APRIL 3, 2023

Prerequisites You need an AWS account to use this solution. To run this JumpStart 1P Solution and have the infrastructure deployed to your AWS account, you need to create an active Amazon SageMaker Studio instance (refer to Onboard to Amazon SageMaker Domain ).

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Dataconomy

SEPTEMBER 4, 2023

Cloud-based business intelligence (BI): Cloud-based BI tools enable organizations to access and analyze data from cloud-based sources and on-premises databases. For instance, British Airways faced a fine of £183 million ($230 million) for a GDPR breach in 2018. Non-compliance can result in hefty fines.

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AWS Machine Learning Blog

SEPTEMBER 11, 2024

In 2018, other forms of PBAs became available, and by 2020, PBAs were being widely used for parallel problems, such as training of NN. Examples of other PBAs now available include AWS Inferentia and AWS Trainium , Google TPU, and Graphcore IPU. In November 2023, AWS announced the next generation Trainium2 chip.

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AWS Machine Learning Blog

NOVEMBER 21, 2023

For example, when cataloging financial reports in a document database, extracting and storing the title as a catalog index enables easy retrieval. This is done so that the system can perform a relevance search with the question on the vector database to return chunks of text that are most relevant to the question being asked.

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IBM Journey to AI blog

JANUARY 10, 2023

Netezza Performance Server (NPS) has recently added the ability to access Parquet files by defining a Parquet file as an external table in the database. All SQL and Python code is executed against the NPS database using Jupyter notebooks, which capture query output and graphing of results during the analysis phase of the demonstration.

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AWS Machine Learning Blog

OCTOBER 2, 2024

Complete the following steps when integrating a knowledge base with Amazon Bedrock : Index your documents into a vector database using Amazon Bedrock Knowledge Bases. Additionally, check out the service introduction video from AWS re:Invent 2023. About the Authors Maira Ladeira Tanke is a Senior Generative AI Data Scientist at AWS.

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Mlearning.ai

JANUARY 26, 2023

BUILDING EARTH OBSERVATION DATA CUBES ON AWS. 2018, July). In IGARSS 2018–2018 IEEE International Geoscience and Remote Sensing Symposium (pp. AWS , GCP , Azure , CreoDIAS , for example, are not open-source, nor are they “standard”. Big ones can: AWS is benefiting a lot from these concepts. Data, 4(3), 92.

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AWS Machine Learning Blog

MAY 2, 2023

There are a few limitations of using off-the-shelf pre-trained LLMs: They’re usually trained offline, making the model agnostic to the latest information (for example, a chatbot trained from 2011–2018 has no information about COVID-19). Managed Spot Training is supported in all AWS Regions where Amazon SageMaker is currently available.

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AWS Machine Learning Blog

MAY 22, 2023

Prerequisites To get started, all you need is an AWS account in which you can use Studio. EBS volumes are particularly well-suited for use as the primary storage for file systems, databases, or for any applications that require fine granular updates and access to raw, unformatted, block-level storage.

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O'Reilly Media

NOVEMBER 28, 2023

If we asked whether their companies were using databases or web servers, no doubt 100% of the respondents would have said “yes.” And there are tools for archiving and indexing prompts for reuse, vector databases for retrieving documents that an AI can use to answer a question, and much more. But they may back off on AI development.

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phData

MAY 25, 2023

Figure 1: Magic Quadrant Cloud Database Systems Source: Gartner (December 2021) Power BI is a data visualization and analysis tool that is one of the four tools within Microsoft’s Power Platform. Snowflake was originally launched in October 2014, but it wasn’t until 2018 that Snowflake became available on Azure.

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IBM Journey to AI blog

FEBRUARY 23, 2024

The General Data Protection Regulation (GDPR), the European Union’s landmark data privacy law, took effect in 2018. Learn how IBM Guardium® Data Protection automatically discovers, classifies, and protects sensitive data across major repositories like AWS, DBaaS, and on-premises mainframes. billion fine in 2023.

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AWS Machine Learning Blog

MARCH 30, 2023

Not only was he widely considered the top-rated goalkeeper in the league during the 2021/22 season, but he also held that title back in 2018/19 when Eintracht Frankfurt reached the Europa League semifinals. The BMF logic itself (except for the ML model) runs on an AWS Fargate container.

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Snorkel AI

MAY 25, 2023

From 2018 to the modern day, NLP researchers have engaged in a steady march toward ever-larger models. The plot was boring and the acting was awful: Negative This movie was okay. (The tie was a deliberate choice; the researchers wanted it to have the same number of parameters as GPT to simplify performance comparisons.)

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Snorkel AI

MAY 25, 2023

From 2018 to the modern day, NLP researchers have engaged in a steady march toward ever-larger models. The plot was boring and the acting was awful: Negative This movie was okay. (The tie was a deliberate choice; the researchers wanted it to have the same number of parameters as GPT to simplify performance comparisons.)

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The MLOps Blog

JULY 18, 2023

For example, in all of those pieces we talked about Kafka, Faust, MongoDB databases. We leverage Kubernetes and Amazon (AWS) to ensure our machine learning pipeline has different sets of machines to operate on, depending on the types of those models. The original GPT3 was from 2018 and before, so it’s unaware of modern events.

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AWS Machine Learning Blog

OCTOBER 21, 2024

Amazon Bedrock Agents allows you to write IaC code with AWS CloudFormation , the AWS Cloud Development Kit (AWS CDK), or Terraform. We provide blueprint templates of the most common capabilities of Amazon Bedrock Agents, which can be deployed and updated with a single AWS CDK command.

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AWS Machine Learning Blog

NOVEMBER 18, 2024

Large language models (LLMs) can help uncover insights from structured data such as a relational database management system (RDBMS) by generating complex SQL queries from natural language questions, making data analysis accessible to users of all skill levels and empowering organizations to make data-driven decisions faster than ever before.

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