AWS Machine Learning

NOVEMBER 3, 2022

In Part 1 of this series, we discussed intelligent document processing (IDP), and how IDP can accelerate claims processing use cases in the insurance industry. We discussed how we can use AWS AI services to accurately categorize claims documents along with supporting documents. Part 1: Classification and extraction of documents.

Analytics 81

Analytics APIs Healthcare Big data 81

AWS Machine Learning

MARCH 31, 2023

Intelligent document processing (IDP) with AWS helps automate information extraction from documents of different types and formats, quickly and with high accuracy, without the need for machine learning (ML) skills. For more information, refer to Intelligent document processing with AWS AI services: Part 1.

Construction 70

Construction APIs Accountability Banking 70

AWS Machine Learning

APRIL 8, 2024

However, in many situations, you may need to retrieve documents created in a defined period or tagged with certain categories. To refine the search results, you can filter based on document metadata to improve retrieval accuracy, which in turn leads to more relevant FM generations aligned with your interests.

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APIs Construction Chatbots Accountability 110

AWS Machine Learning

MARCH 1, 2024

It enables searching over both the content of documents and their underlying meaning. This requires searching over large collections of documents with diverse content, such as website data, which can include various topics such as sustainability, leadership, financial results, and more.

APIs 114

APIs Finance Chatbots Enterprise 114

AWS Machine Learning

NOVEMBER 7, 2023

Instead of relying solely on their pre-trained knowledge, RAG allows models to pull data from documents, databases, and more. Prerequisites You must have the following prerequisites: An AWS account. Follow the instructions in Getting Started with the AWS CDK to set up your local environment and bootstrap your development account.

Enterprise 100

Enterprise APIs Engineering Accountability 100

AWS Machine Learning

APRIL 8, 2024

It provides tools that offer data connectors to ingest your existing data with various sources and formats (PDFs, docs, APIs, SQL, and more). As we demonstrate in this post, LlamaIndex APIs make data access effortless and enables you to create powerful custom LLM applications and workflows. Choose Deploy again to create the endpoint.

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APIs Engineering Accountability Construction 103

AWS Machine Learning

NOVEMBER 21, 2022

Organizations across industries such as retail, banking, finance, healthcare, manufacturing, and lending often have to deal with vast amounts of unstructured text documents coming from various sources, such as news, blogs, product reviews, customer support channels, and social media. Extract and analyze data from documents.

Scripts 77

Scripts Metrics APIs Healthcare 77

Nexmo

JUNE 13, 2019

So, in this walkthrough, we are going to recreate the game of telephone utilizing Ruby on Rails, the Nexmo Voice API, and Google Cloud Platform Speech to Text and Translate APIs. Nexmo Account. Google Cloud Platform Account. Setting Up a Nexmo Account. Setting Up a Google Cloud Platform Account.

APIs 73

APIs Accountability Entertainment Personalization 73

Nexmo

JUNE 13, 2019

So, in this walkthrough, we are going to recreate the game of telephone utilizing Ruby on Rails, the Nexmo Voice API, and Google Cloud Platform Speech to Text and Translate APIs. Nexmo Account. Google Cloud Platform Account. Setting Up a Nexmo Account. Setting Up a Google Cloud Platform Account.

APIs 73

APIs Accountability Entertainment Personalization 73

AWS Machine Learning

NOVEMBER 22, 2023

An intelligent document processing (IDP) project usually combines optical character recognition (OCR) and natural language processing (NLP) to read and understand a document and extract specific entities or phrases. For federation with individual AWS accounts, you can use centralized identities for AWS with a SAML 2.0-based

APIs 88

APIs Accountability Enterprise Transportation 88

AWS Machine Learning

APRIL 25, 2023

Solution overview A data source is a data repository or location that Amazon Kendra connects to and indexes your documents or content. After you create an Amazon Kendra index, you can create one or many data sources and configure them to start ingesting documents from the data source. Log in to your organization’s Google Cloud account.

APIs 69

APIs Accountability Management Technology 69

Nexmo

NOVEMBER 10, 2020

Luckily for us, Vonage has a fantastic API for tracking phone calls ! We’ll use the Vonage API and build a.NET Core application that stores and displays this information by using event sourcing. Vonage API Account. To complete this tutorial, you will need a Vonage API account. Prerequisites. About Marten.

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APIs Accountability 139

AWS Machine Learning

MAY 25, 2023

A small number of similar documents (typically three) is added as context along with the user question to the “prompt” provided to another LLM and then that LLM generates an answer to the user question using information provided as context in the prompt. Chunking of knowledge base documents. Implementing the question answering task.

APIs 82

APIs Enterprise Chatbots Accountability 82

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 88

Accountability Best practices Scripts Engineering 88

AWS Machine Learning

JUNE 15, 2023

We demonstrate how to use the AWS Management Console and Amazon Translate public API to deliver automatic machine batch translation, and analyze the translations between two language pairs: English and Chinese, and English and Spanish. First, we put the source documents, reference documents, and parallel data training set in an S3 bucket.

APIs 80

APIs Benchmark Best practices Engineering 80

AWS Machine Learning

SEPTEMBER 6, 2023

These SageMaker endpoints are consumed in the Amplify React application through Amazon API Gateway and AWS Lambda functions. To protect the application and APIs from inadvertent access, Amazon Cognito is integrated into Amplify React, API Gateway, and Lambda functions. You may need to request a quota increase.

Enterprise 101

Enterprise APIs Real estate Construction 101

AWS Machine Learning

APRIL 18, 2024

It uses Amazon Transcribe for speech to text, Knowledge Bases for Amazon Bedrock for contextual queries against your company’s documents and knowledge sources, and Amazon Bedrock models for customizable transcription insights and summaries. It’s straightforward to deploy in your AWS account.

APIs 70

APIs Accountability Analytics Entertainment 70

AWS Machine Learning

MARCH 1, 2023

Amazon Comprehend is a managed AI service that uses natural language processing (NLP) with ready-made intelligence to extract insights about the content of documents. It develops insights by recognizing the entities, key phrases, language, sentiments, and other common elements in a document.

APIs 73

APIs Metrics Accountability Scripts 73

AWS Machine Learning

JANUARY 22, 2024

Amazon Textract is a machine learning (ML) service that enables automatic extraction of text, handwriting, and data from scanned documents, surpassing traditional optical character recognition (OCR). Amazon Textract Queries allows you to specify and extract only the piece of information that you need from the document. What is Name?

Finance 104

Finance Enterprise APIs Healthcare 104

AWS Machine Learning

DECEMBER 12, 2022

Amazon Comprehend provides customized features, custom entity recognition , custom classification , and pre-trained APIs such as key phrase extraction, sentiment analysis, entity recognition, and more so you can easily integrate NLP into your applications. As a result, each document has at least one class assigned to it, but can have more.

APIs 81

APIs Accountability Enterprise Metrics 81

AWS Machine Learning

NOVEMBER 8, 2022

We then compare the face from the document with the real-time selfie taken on their device. The Amazon Rekognition CompareFaces API. At the core of the “ID + Selfie” design pattern is the comparison of the face in the selfie to the face on the identification document. For this, we use the Amazon Rekognition CompareFaces API.

APIs 79

APIs Healthcare Banking Accountability 79

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. Example use cases for this could be payment processing or high-volume account creation.

APIs 119

APIs Banking Accountability Analytics 119

AWS Machine Learning

MARCH 1, 2024

Lambda receives the iterative transcripts from EventBridge, determines when a conversation is complete, and invokes the Transcript API within Genesys Cloud and drops the full transcript in an S3 bucket. For more information on setting up your account, refer to the Genesys documentation. Save your configuration. Choose Save.

Chatbots 100

Chatbots APIs Self service Contact Center 100

AWS Machine Learning

OCTOBER 6, 2022

Manual loan verification document processing is time-consuming. Informed uses a wide range of AWS offerings and capabilities, including Amazon SageMaker and Amazon Textract in their ML stack to power Origence’s document process automation functionality. Six of the top 10 consumer lenders trust Informed’s technology. Problem statement.

APIs 77

APIs Banking SaaS Engineering 77

AWS Machine Learning

APRIL 18, 2023

Amazon Kendra uses ML algorithms to enable users to use natural language queries to search for information scattered across multiple data souces in an enterprise, including commonly used document storage systems like Microsoft OneDrive. For example, we have added support to search OneNote documents. data source. Choose Microsoft Graph.

APIs 75

APIs Accountability Enterprise Engineering 75

AWS Machine Learning

JANUARY 12, 2023

However, this can mean processing customer data in the form of personally identifiable information (PII) in relation to activities such as purchases, returns, use of flexible payment options, and account management. The team used code examples in the documentation to accelerate the proof of concept and quickly proved potential within a day.

Engineering 112

Engineering APIs Accountability Metrics 112

AWS Machine Learning

JANUARY 9, 2023

wiki, informational web sites, self-service help pages, internal documentation, etc.) The intended meaning of both query and document can be lost because the search is reduced to matching component keywords and terms. For this tutorial, you’ll need a bash terminal on Linux , Mac , or Windows Subsystem for Linux , and an AWS account.

Scripts 85

Scripts APIs Engineering Transportation 85

AWS Machine Learning

MAY 23, 2023

Original content production, code generation, customer service enhancement, and document summarization are typical use cases of generative AI. Model data is stored on Amazon Simple Storage Service (Amazon S3) in the JumpStart account. Prerequisites You must have the following prerequisites: An AWS account The AWS CLI v2 Python 3.6

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APIs Accountability Construction Management 97

AWS Machine Learning

JUNE 15, 2022

Amazon Kendra uses deep learning and reading comprehension to deliver precise answers, and returns a list of ranked documents that match the search query for you to choose from. We first ingest a set of documents, along with their metadata, into an Amazon Kendra index. Solution overview.

APIs 76

APIs Scripts Technology Engineering 76

AWS Machine Learning

OCTOBER 26, 2023

One of the key requirements for many customers using Drupal is the ability to easily and securely find accurate information across all the documents in the data source. This post shows you how to use the Amazon Kendra Drupal connector to configure the connector as a data source for your Amazon Kendra index and search your Drupal documents.

APIs 102

APIs Accountability Engineering Enterprise 102

AWS Machine Learning

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.

APIs 99

APIs Banking Enterprise Engineering 99

AWS Machine Learning

AUGUST 30, 2023

This includes automatically generating accurate answers from existing company documents and knowledge bases, and making their self-service chatbots more conversational. It also provides attribution and transparency by displaying links to the reference documents and context passages that were used by the LLM to construct the answers.

Self service 108

Self service APIs Transportation Contact Center 108

AWS Machine Learning

NOVEMBER 21, 2022

Additionally, thousands of other customers use Amazon Rekognition Labels to support many other use cases, such as classifying trail or hiking photos, detecting people or vehicles in security camera footage, and classifying identity document pictures. Text and documents – Bar Chart, Boarding Pass, Flow Chart, Notebook, Invoice, Receipt, etc.

APIs 72

APIs Advertising Automotive Personalization 72

AWS Machine Learning

NOVEMBER 22, 2022

They need to translate and localize content such as marketing materials, product content assets, operational manuals, and legal documents. Using Amazon API Gateway , these features are exposed as one simple /translate API. Therefore, another API /customterm is exposed. API Gateway validates the API key.

APIs 75

APIs Enterprise Accountability industry standards 75

AWS Machine Learning

OCTOBER 31, 2023

Enterprise Resource Planning (ERP) systems are used by companies to manage several business functions such as accounting, sales or order management in one system. In particular, they are routinely used to store information related to customer accounts. n Question : {question}?

Healthcare 106

Healthcare APIs Engineering Accountability 106

AWS Machine Learning

NOVEMBER 27, 2023

According to IDC , unstructured data accounts for over 80% of all business data today. This includes formats like emails, PDFs, scanned documents, images, audio, video, and more. The knowledge source documents need preprocessing, like cleaning text and generating semantic embeddings, so they can be efficiently indexed and retrieved.

Engineering 77

Engineering APIs Big data Accountability 77

AWS Machine Learning

SEPTEMBER 16, 2022

For this walkthrough, you should have the following prerequisites: An AWS account. A Zendesk API client with the unique identifier amazon_kendra is registered to create an OAuth token for accessing your Zendesk domain from Amazon Kendra for crawling and indexing. Optionally, configure a new AWS secret for Zendesk API access.

APIs 88

APIs CRM Management Accountability 88