Flipboard

DECEMBER 3, 2024

Syngenta and AWS collaborated to develop Cropwise AI , an innovative solution powered by Amazon Bedrock Agents , to accelerate their sales reps’ ability to place Syngenta seed products with growers across North America. The collaboration between Syngenta and AWS showcases the transformative power of LLMs and AI agents.

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AWS Machine Learning Blog

MAY 15, 2025

The banking industry has long struggled with the inefficiencies associated with repetitive processes such as information extraction, document review, and auditing. This post is co-written with Ken Tsui, Edward Tsoi and Mickey Yip from Apoidea Group. SuperAcc has demonstrated significant improvements in the banking sector.

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Flipboard

JUNE 5, 2025

AWS has always provided customers with choice. In terms of hardware choice, in addition to NVIDIA GPUs and AWS custom AI chips, CPU-based instances represent (thanks to the latest innovations in CPU hardware) an additional choice for customers who want to run generative AI inference, like hosting small language models and asynchronous agents.

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AWS Machine Learning Blog

NOVEMBER 21, 2024

This solution efficiently handles documents that include both text and images, significantly enhancing VW’s knowledge management capabilities within their production domain. This multimodal interaction is crucial for applications that require extracting insights from complex documents containing both textual content and images.

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AWS Machine Learning Blog

MARCH 21, 2025

Research papers and engineering documents often contain a wealth of information in the form of mathematical formulas, charts, and graphs. Navigating these unstructured documents to find relevant information can be a tedious and time-consuming task, especially when dealing with large volumes of data.

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Flipboard

JANUARY 6, 2025

Precise), an Amazon Web Services (AWS) Partner , participated in the AWS Think Big for Small Business Program (TBSB) to expand their AWS capabilities and to grow their business in the public sector. The platform helped the agency digitize and process forms, pictures, and other documents. Precise Software Solutions, Inc.

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AWS Machine Learning Blog

JUNE 3, 2025

This post details our technical implementation using AWS services to create a scalable, multilingual AI assistant system that provides automated assistance while maintaining data security and GDPR compliance. Amazon Titan Embeddings also integrates smoothly with AWS, simplifying tasks like indexing, search, and retrieval.

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AWS Machine Learning Blog

OCTOBER 10, 2024

Amazon Lookout for Vision , the AWS service designed to create customized artificial intelligence and machine learning (AI/ML) computer vision models for automated quality inspection, will be discontinuing on October 31, 2025. For an out-of-the-box solution, the AWS Partner Network offers solutions from multiple partners.

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AWS Machine Learning Blog

NOVEMBER 25, 2024

You can try out the models with SageMaker JumpStart, a machine learning (ML) hub that provides access to algorithms, models, and ML solutions so you can quickly get started with ML. The model is deployed in an AWS secure environment and under your virtual private cloud (VPC) controls, helping provide data security.

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How to Learn Machine Learning

DECEMBER 24, 2024

If you’re diving into the world of machine learning, AWS Machine Learning provides a robust and accessible platform to turn your data science dreams into reality. Introduction Machine learning can seem overwhelming at first – from choosing the right algorithms to setting up infrastructure. Hey dear reader!

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Flipboard

MAY 5, 2025

This blog post explores how cutting-edge artificial intelligence (AI) techniques, powered by Amazon Web Services (AWS), can transform how users interact with knowledge bases. At AWS, we believe the future of knowledge discovery isnt about queriesits about conversations.

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AWS Machine Learning Blog

NOVEMBER 26, 2024

In this post, we demonstrate how to use various AWS technologies to establish a serverless semantic cache system. The solution presented in this post can be deployed through an AWS CloudFormation template. The solution presented in this post can be deployed through an AWS CloudFormation template.

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AWS Machine Learning Blog

APRIL 11, 2024

Organizations across industries want to categorize and extract insights from high volumes of documents of different formats. Manually processing these documents to classify and extract information remains expensive, error prone, and difficult to scale. Categorizing documents is an important first step in IDP systems.

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Flipboard

DECEMBER 18, 2024

improves search results for best matching 25 (BM25), a keyword-based algorithm that performs lexical search, in addition to semantic search. Lexical search relies on exact keyword matching between the query and documents. For a natural language query searching for super hero toys, it retrieves documents containing those exact terms.

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AWS Machine Learning Blog

DECEMBER 5, 2024

At AWS, we believe the long-term success of AI depends on the ability to inspire trust among users, customers, and society. Achieving ISO/IEC 42001 certification means that an independent third party has validated that AWS is taking proactive steps to manage risks and opportunities associated with AI development, deployment, and operation.

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AWS Machine Learning Blog

NOVEMBER 15, 2024

Data scientists and developers can use the SageMaker integrated development environment (IDE) to access a vast array of pre-built algorithms, customize their own models, and seamlessly scale their solutions. You may be prompted to subscribe to this model through AWS Marketplace. If so, skip to the next section in this post.

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Flipboard

DECEMBER 6, 2023

Click here to open the AWS console and follow along. The model then uses a clustering algorithm to group the sentences into clusters. To use one of these models, AWS offers the fully managed service Amazon Bedrock. You can launch this solution in Amazon SageMaker Studio.

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Flipboard

APRIL 1, 2025

To improve factual accuracy of large language model (LLM) responses, AWS announced Amazon Bedrock Automated Reasoning checks (in gated preview) at AWS re:Invent 2024. For example, AWS customers have direct access to automated reasoning-based features such as IAM Access Analyzer , S3 Block Public Access , or VPC Reachability Analyzer.

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AWS Machine Learning Blog

MAY 28, 2025

With this launch, developers and data scientists can now deploy Gemma 3, a 27-billion-parameter language model, along with its specialized instruction-following versions, to help accelerate building, experimentation, and scalable deployment of generative AI solutions on AWS.

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AWS Machine Learning Blog

APRIL 7, 2025

With a dramatic increase on supported context length from 128K in Llama 3 , Llama 4 is now suitable for multi-document summarization, parsing extensive user activity for personalized tasks, and reasoning over extensive codebases. Virginia) AWS Region. An AWS Identity and Access Management (IAM) role to access SageMaker AI.

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AWS Machine Learning Blog

JANUARY 22, 2025

These services use advanced machine learning (ML) algorithms and computer vision techniques to perform functions like object detection and tracking, activity recognition, and text and audio recognition. For example, the use of shortcut keys like Ctrl + S to save a document cant be detected from an image of the console.

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AWS Machine Learning Blog

MAY 24, 2023

In this three-part series, we present a solution that demonstrates how you can automate detecting document tampering and fraud at scale using AWS AI and machine learning (ML) services for a mortgage underwriting use case. Solution overview Document validation is a critical type of input for mortgage fraud decisions.

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AWS Machine Learning Blog

NOVEMBER 18, 2024

Amazon Titan Text Embeddings models generate meaningful semantic representations of documents, paragraphs, and sentences. It supports exact and approximate nearest-neighbor algorithms and multiple storage and matching engines. RAG helps FMs deliver more relevant, accurate, and customized responses.

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Data Science Dojo

NOVEMBER 5, 2024

You can also learn the skills needed to use LLMs for updating software documentation to maintain accurate and up-to-date documentation, improving the overall quality and reliability of software projects. It will empower you to focus more on complex problem-solving and less on repetitive coding tasks.

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AWS Machine Learning Blog

JANUARY 29, 2025

Intelligent document processing , translation and summarization, flexible and insightful responses for customer support agents, personalized marketing content, and image and code generation are a few use cases using generative AI that organizations are rolling out in production.

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AWS Machine Learning Blog

MARCH 3, 2025

You can also use this model with Amazon SageMaker JumpStart , a machine learning (ML) hub that provides access to algorithms and models that can be deployed with one click for running inference. Performance metrics and benchmarks Pixtral 12B is trained to understand both natural images and documents, achieving 52.5%

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AWS Machine Learning Blog

NOVEMBER 15, 2024

At AWS, we are committed to developing AI responsibly , taking a people-centric approach that prioritizes education, science, and our customers, integrating responsible AI across the end-to-end AI lifecycle. For human-in-the-loop evaluation, which can be done by either AWS managed or customer managed teams, you must bring your own dataset.

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AWS Machine Learning Blog

MARCH 15, 2024

To mitigate these risks, the FL model uses personalized training algorithms and effective masking and parameterization before sharing information with the training coordinator. Therefore, ML creates challenges for AWS customers who need to ensure privacy and security across distributed entities without compromising patient outcomes.

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AWS Machine Learning Blog

DECEMBER 19, 2024

Empirical research conducted by Amazon Web Services (AWS) scientists in conjunction with academic researchers has demonstrated the significant strides made in enhancing the reasoning capabilities through agent collaboration on competitive tasks. You can also refer to GitHub repo for Amazon Bedrock multi-agent collaboration code samples.

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Flipboard

JUNE 20, 2023

There are several ways AWS is enabling ML practitioners to lower the environmental impact of their workloads. Inferentia and Trainium are AWS’s recent addition to its portfolio of purpose-built accelerators specifically designed by Amazon’s Annapurna Labs for ML inference and training workloads.

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AWS Machine Learning Blog

DECEMBER 10, 2024

You can try this model with SageMaker JumpStart, a machine learning (ML) hub that provides access to algorithms and models that can be deployed with one click for running inference. Prerequisites To try out Pixtral 12B in SageMaker JumpStart, you need the following prerequisites: An AWS account that will contain all your AWS resources.

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Flipboard

JUNE 4, 2025

Amazon Web Services (AWS) provides the essential compute infrastructure to support these endeavors, offering scalable and powerful resources through Amazon SageMaker HyperPod. To offer a more concrete look at these trends, the following is a deep dive into how climate tech startups are building FMs on AWS.

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AWS Machine Learning Blog

DECEMBER 6, 2023

Such data often lacks the specialized knowledge contained in internal documents available in modern businesses, which is typically needed to get accurate answers in domains such as pharmaceutical research, financial investigation, and customer support. For example, imagine that you are planning next year’s strategy of an investment company.

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AWS Machine Learning Blog

OCTOBER 23, 2024

This intuitive platform enables the rapid development of AI-powered solutions such as conversational interfaces, document summarization tools, and content generation apps through a drag-and-drop interface. The IDP solution uses the power of LLMs to automate tedious document-centric processes, freeing up your team for higher-value work.

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AWS Machine Learning Blog

NOVEMBER 14, 2024

We recently announced the general availability of cross-account sharing of Amazon SageMaker Model Registry using AWS Resource Access Manager (AWS RAM) , making it easier to securely share and discover machine learning (ML) models across your AWS accounts. These stages are applicable to both use case and model stages.

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AWS Machine Learning Blog

NOVEMBER 8, 2023

AWS and NVIDIA have come together to make this vision a reality. AWS, NVIDIA, and other partners build applications and solutions to make healthcare more accessible, affordable, and efficient by accelerating cloud connectivity of enterprise imaging. Metadata contains all DICOM attributes in a JSON document.

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Towards AI

NOVEMBER 5, 2023

Source: [link] This article describes a solution for a generative AI resume screener that got us 3rd place at DataRobot & AWS Hackathon 2023. You can also set the environment variables on the notebook instance for things like AWS access key etc. Source: author’s screenshot on AWS We used Anthropic Claude 2 in our solution.

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