AWS Machine Learning

OCTOBER 26, 2022

Capturing the data from inferences made in production can enable you to monitor your deployed models and detect deviations in model quality. In this post, we demonstrate a sample data capture feature that can be deployed to a Lambda ML inference workload. We build the data capture extension as a container image using a makefile.

APIs 105

APIs Accountability Technology Enterprise 105

AWS Machine Learning

OCTOBER 30, 2023

It allows developers to build and scale generative AI applications using FMs through an API, without managing infrastructure. Customers are building innovative generative AI applications using Amazon Bedrock APIs using their own proprietary data.

APIs 124

APIs Big data Accountability Enterprise 124

AWS Machine Learning

OCTOBER 5, 2022

So much exposure naturally brings added risks like account takeover (ATO). Each year, bad actors compromise billions of accounts through stolen credentials, phishing, social engineering, and multiple forms of ATO. To put it into perspective: account takeover fraud increased by 90% to an estimated $11.4 Overview of solution.

Accountability 70

Accountability APIs Metrics Engineering 70

AWS Machine Learning

AUGUST 4, 2023

We’re excited to announce Amazon SageMaker and Salesforce Data Cloud integration. With this capability, businesses can access their Salesforce data securely with a zero-copy approach using SageMaker and use SageMaker tools to build, train, and deploy AI models.

APIs 73

APIs Engineering Enterprise Technology 73

AWS Machine Learning

AUGUST 4, 2023

This is the second post in a series discussing the integration of Salesforce Data Cloud and Amazon SageMaker. The endpoints are then registered to the Salesforce Data Cloud to activate predictions in Salesforce. To use this dataset in your Data Cloud, refer to Create Amazon S3 Data Stream in Data Cloud.

APIs 78

APIs Scripts Management Accountability 78

AWS Machine Learning

DECEMBER 1, 2022

To meet the excess demand, farmers need to maximize crop yield and effectively manage operations at scale, using precision farming technology to stay ahead. Innovative technologies like remote sensing, IoT, and robotics have the potential to help farmers move past legacy decision-making.

APIs 74

APIs Analytics Engineering Technology 74

AWS Machine Learning

MARCH 1, 2024

With a knowledge base, you can securely connect foundation models (FMs) in Amazon Bedrock to your company data for fully managed Retrieval Augmented Generation (RAG). Based on your data, it can be challenging to improve the accuracy of your application only using semantic search.

APIs 108

APIs Finance Chatbots Enterprise 108

AWS Machine Learning

MARCH 26, 2024

One area that holds significant potential for improvement is accounts payable. On a high level, the accounts payable process includes receiving and scanning invoices, extraction of the relevant data from scanned invoices, validation, approval, and archival. It is available both as a synchronous or asynchronous API.

APIs 90

APIs Construction Analytics Enterprise 90

AWS Machine Learning

NOVEMBER 16, 2022

When designing production CI/CD pipelines, AWS recommends leveraging multiple accounts to isolate resources, contain security threats and simplify billing-and data science pipelines are no different. Some things to note in the preceding architecture: Accounts follow a principle of least privilege to follow security best practices.

Accountability 82

Accountability Best practices Scripts Engineering 82

AWS Machine Learning

NOVEMBER 6, 2023

Amazon Textract is a machine learning (ML) service that automatically extracts text, handwriting, and data from scanned documents. In this post, we show how Custom Queries can accurately extract data from checks that are complex, non-standard documents. Adapters can be created via the console or programmatically via the API.

APIs 100

APIs Best practices Banking Accountability 100

AWS Machine Learning

DECEMBER 23, 2022

As organizations incorporate machine learning (ML) and analytics into their applications, using this data can provide insights on how to create more seamless customer experiences. However, the presence of PII information often restricts the use of this data. Let’s review how we can redact this PII data in the transcript.

APIs 81

APIs Engineering Analytics Call Center 81

AWS Machine Learning

MARCH 10, 2023

Online fraud has a widespread impact on businesses and requires an effective end-to-end strategy to detect and prevent new account fraud and account takeovers, and stop suspicious payment transactions. The same architecture applies if you use Amazon Managed Streaming for Apache Kafka (Amazon MSK) as a data streaming service.

APIs 113

APIs Banking Accountability Analytics 113

AWS Machine Learning

APRIL 18, 2024

It’s straightforward to deploy in your AWS account. Prerequisites You need to have an AWS account and an AWS Identity and Access Management (IAM) role and user with permissions to create and manage the necessary resources and components for this application. Everything you need is provided as open source in our GitHub repo.

APIs 108

APIs Accountability Analytics Entertainment 108

AWS Machine Learning

NOVEMBER 17, 2023

With Amazon Bedrock’s comprehensive capabilities, you can easily experiment with a variety of top FMs, customize them privately with your data using techniques such as fine-tuning and Retrieval Augmented Generation (RAG). The action is an API that the model can invoke from an allowed set of APIs.

APIs 86

APIs Customer Service Construction Analytics 86

AWS Machine Learning

NOVEMBER 22, 2023

Starting from the introduction of the Security Pillar and design principles, we then examine the solution design and implementation with four focus areas: access control, data protection, key and secret management, and workload configuration. Pay attention to protection of data at rest and data produced in IDP outputs.

APIs 82

APIs Accountability Enterprise Transportation 82

AWS Machine Learning

JULY 29, 2022

To generate high-quality and performant ML models at scale, they need to do the following: Provide an easy way to access relevant data to their analytics and ML CoE. Create accountability on data providers from individual LoBs to share curated data assets that are discoverable, understandable, interoperable, and trustworthy.

Government 77

Government Banking Analytics Accountability 77

Cincom

MAY 8, 2024

As the pioneer of CPQ technology, Cincom offers industry-leading solutions that enhance sales capabilities while solving common pain points. Inefficient Business Processes: Complex approval chains, inconsistent data, and convoluted system workflows slow down sales. Sales data gets scattered across systems.

Enterprise 52

Enterprise Sales CRM Engineering 52

AWS Machine Learning

SEPTEMBER 6, 2023

It’s powered by large language models (LLMs) that are pre-trained on vast amounts of data and commonly referred to as foundation models (FMs). These SageMaker endpoints are consumed in the Amplify React application through Amazon API Gateway and AWS Lambda functions. This dataset is a large corpus of legal and administrative data.

Enterprise 95

Enterprise APIs Real estate Construction 95

AWS Machine Learning

APRIL 25, 2023

Amazon Kendra is a highly accurate and intelligent search service that allows your users to search unstructured and structured data using natural language processing (NLP) and advanced search algorithms. Solution overview A data source is a data repository or location that Amazon Kendra connects to and indexes your documents or content.

APIs 65

APIs Accountability Management Technology 65

AWS Machine Learning

MARCH 1, 2024

Machine learning (ML) technologies continually improve and power the contact center customer experience by providing solutions for capabilities like self-service bots, live call analytics, and post-call analytics. For more information on setting up your account, refer to the Genesys documentation.

Chatbots 94

Chatbots APIs Self service Contact Center 94

AWS Machine Learning

MAY 23, 2023

The seeds of a machine learning (ML) paradigm shift have existed for decades, but with the ready availability of virtually infinite compute capacity, a massive proliferation of data, and the rapid advancement of ML technologies, customers across industries are rapidly adopting and using ML technologies to transform their businesses.

APIs 91

APIs Accountability Construction Management 91

AWS Machine Learning

MARCH 21, 2023

Therefore, organizations have adopted technology best practices, including microservice architecture, MLOps, DevOps, and more, to improve delivery time, reduce defects, and increase employee productivity. This post introduces a best practice for managing custom code within your Amazon SageMaker Data Wrangler workflow.

Scripts 62

Scripts Banking APIs Best practices 62

AWS Machine Learning

OCTOBER 18, 2023

The solution focuses on the fundamental principles of developing an AI/ML application workflow of data preparation, model training, model evaluation, and model monitoring. Additionally, it often requires thousands or tens of thousands of hand-labeled images to provide the model with enough data to accurately make decisions.

APIs 94

APIs Metrics Consulting Consulting 94

AWS Machine Learning

NOVEMBER 17, 2023

In this post, we explain the common practice of live stream visual moderation with a solution that uses the Amazon Rekognition Image API to moderate live streams. You can deploy this solution to your AWS account using the AWS Cloud Development Kit (AWS CDK) package available in our GitHub repo.

APIs 88

APIs Engineering Advertising Accountability 88

AWS Machine Learning

APRIL 8, 2024

When building LLM applications, it is often necessary to connect and query external data sources to provide relevant context to the model. With these state-of-the-art technologies, you can ingest text corpora, index critical knowledge, and generate text that answers users’ questions precisely and clearly.

APIs 99

APIs Engineering Accountability Construction 99

AWS Machine Learning

OCTOBER 26, 2023

This groundbreaking technology enables us to operate millions of autonomous points of purchase (A-POPs) concurrently, transforming the way customers shop. This technological innovation brings products within arm’s reach of customers. With our cutting-edge technology, retailers can quickly and efficiently deploy thousands of A-POPs.

APIs 99

APIs Technology Banking Customer centricity 99

AWS Machine Learning

OCTOBER 10, 2022

GrabDefence (GD), Grab’s proprietary fraud detection and prevention technology, and AWS have launched GDxAFD, a fraud detection solution tailored for mobile apps that integrates GD’s device intelligence capabilities with Amazon Fraud Detector , AWS’s fully managed ML fraud detection solution.

APIs 70

APIs Accountability Metrics Government 70

AWS Machine Learning

JULY 5, 2022

If you use the default lifecycle configuration for your domain or user profile in Amazon SageMaker Studio and use Amazon SageMaker Data Wrangler for data preparation, then this post is for you. Data Wrangler supports standard data types such as CSV, JSON, ORC, and Parquet. Create Data Wrangler Flow Works (or) Error.

Scripts 80

Scripts Engineering APIs Consulting 80

TechSee

JUNE 9, 2022

However, current technology solutions are not meeting demand. In the quest to create choices for customers, organizations have deployed technologies from chatbots, mobile apps and social media to IVR and ACD. Use visual data to enhance self-service with context & customization. No Vision, No AI, No Service.

Customer Experience 145

Customer Experience Self service Interactive Voice Response Technical Support 145

AWS Machine Learning

MARCH 12, 2024

Advertisers, publishers, and advertising technology providers are actively seeking efficient ways to collaborate with their partners to generate insights about their collective datasets. Common methods for sharing data, such as using pixels and SFTP transfers, can carry risk because they involve moving sensitive customer information.

Advertising 99

Advertising Accountability APIs Best practices 99

AWS Machine Learning

DECEMBER 14, 2022

We discuss how to make audio files available to Amazon Transcribe and enable transcription of multi-lingual audio files when calling Amazon Transcribe APIs. The solution also uses Amazon Simple Storage Service (Amazon S3), an object storage service built to store and retrieve any amount of data from anywhere. Solution overview.

APIs 93

APIs Accountability Analytics Contact Center 93

AWS Machine Learning

MARCH 25, 2024

It uses machine learning–powered automatic speech recognition (ASR), automatic language identification, and post-processing technologies. Some customers entrust Amazon Transcribe with data that is confidential and proprietary to their business. For more information about data privacy, see the Data Privacy FAQ.

Best practices 80

Best practices APIs Transportation Personalization 80

AWS Machine Learning

JUNE 15, 2023

So far, D2L has been adopted by more than 400 universities around the world, such as the University of Cambridge, Stanford University, the Massachusetts Institute of Technology, Carnegie Mellon University, and Tsinghua University. This results in translations that better match the style and content of the parallel data.

APIs 74

APIs Benchmark Best practices Engineering 74

AWS Machine Learning

JANUARY 26, 2024

The goal of this post is to empower AI and machine learning (ML) engineers, data scientists, solutions architects, security teams, and other stakeholders to have a common mental model and framework to apply security best practices, allowing AI/ML teams to move fast without trading off security for speed.

Best practices 122

Best practices Government Engineering Accountability 122

AWS Machine Learning

JUNE 15, 2022

Unstructured data continues to grow in many organizations, making it a challenge for users to get the information they need. Let’s take the example of a repository of AWS documents of types User_Guides , Reference_Guides and Release_Notes , regarding compute, storage, and database technologies. Prerequisites.

APIs 71

APIs Scripts Technology Engineering 71

AWS Machine Learning

OCTOBER 6, 2022

Six of the top 10 consumer lenders trust Informed’s technology. The solution automatically extracts data and classifies documents (for example, driver’s license, paystub, W2 form, or bank statement), providing the required fields for the consumer verifications used to determine if the lender will grant the loan. Problem statement.

APIs 72

APIs Banking SaaS Engineering 72

AWS Machine Learning

NOVEMBER 22, 2022

For example, the BMW Group needed a unified translation solution to help their business units, such as Sales and Manufacturing, use translation technology at scale and remove common mistranslation issues across the enterprise. Using Amazon API Gateway , these features are exposed as one simple /translate API.

APIs 70

APIs Enterprise Accountability industry standards 70