AWS Machine Learning

NOVEMBER 18, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies such as AI21 Labs, Anthropic, Cohere, Meta, Mistral, Stability AI, and Amazon through a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

APIs 101

APIs Surveys Chatbots Construction 101

AWS Machine Learning

NOVEMBER 17, 2023

The action is an API that the model can invoke from an allowed set of APIs. Action groups are mapped to an AWS Lambda function and related API schema to perform API calls. Customers converse with the bot in natural language with multiple steps invoking external APIs to accomplish subtasks.

APIs 112

APIs Customer Service Construction Analytics 112

AWS Machine Learning

MAY 30, 2024

AWS Prototyping successfully delivered a scalable prototype, which solved CBRE’s business problem with a high accuracy rate (over 95%) and supported reuse of embeddings for similar NLQs, and an API gateway for integration into CBRE’s dashboards. The following diagram illustrates the web interface and API management layer.

Real estate 129

Real estate APIs Metrics Construction 129

AWS Machine Learning

OCTOBER 3, 2024

When experimentation is complete, the resulting seed code is pushed to an AWS CodeCommit repository, initiating the CI/CD pipeline for the construction of a SageMaker pipeline. The final decision, along with the generated data, is consolidated and transmitted back to the claims management system as a REST API response.

APIs 91

APIs Construction Engineering Accountability 91

AWS Machine Learning

MARCH 8, 2023

In this post, you will learn how Marubeni is optimizing market decisions by using the broad set of AWS analytics and ML services, to build a robust and cost-effective Power Bid Optimization solution. The data collection functions call their respective source API and retrieve data for the past hour.

Marketing 89

Marketing Analytics APIs Engineering 89

AWS Machine Learning

DECEMBER 6, 2023

Another driver behind RAG’s popularity is its ease of implementation and the existence of mature vector search solutions, such as those offered by Amazon Kendra (see Amazon Kendra launches Retrieval API ) and Amazon OpenSearch Service (see k-Nearest Neighbor (k-NN) search in Amazon OpenSearch Service ), among others.

Analytics 127

Analytics APIs Engineering Construction 127

AWS Machine Learning

SEPTEMBER 25, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies, like Meta, through a single API, along with a broad set of capabilities you need to build generative AI applications with security, privacy, and responsible AI. Configure Llama 3.2 b64encode(image_bytes).decode('utf-8')

Real estate 95

Real estate Finance APIs Construction 95

AWS Machine Learning

MARCH 1, 2024

Use hybrid search and semantic search options via SDK When you call the Retrieve API, Knowledge Bases for Amazon Bedrock selects the right search strategy for you to give you most relevant results. You have the option to override it to use either hybrid or semantic search in the API.

APIs 130

APIs Finance Chatbots Enterprise 130

AWS Machine Learning

NOVEMBER 3, 2022

Intelligent document processing with AWS AI and Analytics services in the insurance industry. In Part 2 , we expand the document extraction stage and continue to document enrichment, review and verification, and extend the solution to provide analytics and visualizations for a claims fraud use case. Solution overview.

APIs 97

APIs Construction Analytics Technology 97

AWS Machine Learning

MAY 15, 2024

The Amazon Bedrock API returns the output Q&A JSON file to the Lambda function. The container image sends the REST API request to Amazon API Gateway (using the GET method). API Gateway communicates with the TakeExamFn Lambda function as a proxy. The JSON file is returned to API Gateway.

Education 132

Education APIs Engineering Banking 132

AWS Machine Learning

MARCH 15, 2023

The best practice for migration is to refactor these legacy codes using the Amazon SageMaker API or the SageMaker Python SDK. Step Functions is a serverless workflow service that can control SageMaker APIs directly through the use of the Amazon States Language. We do so using AWS SDK for Python (Boto3) CreateProcessingJob API calls.

Scripts 137

Scripts APIs Engineering Construction 137

AWS Machine Learning

AUGUST 22, 2024

The information is used to determine which content can be used to construct chat responses for a given user, according the end-user’s document access permissions. On the API tokens page, choose Create API token. You can’t retrieve the API token after you close the dialog box. Choose Create. Figure 15: Adding OAuth 2.0

APIs 108

APIs Enterprise Accountability Management 108

AWS Machine Learning

MAY 15, 2023

Unlike the existing Amazon Textract console demos, which impose artificial limits on the number of documents, document size, and maximum allowed number of pages, the Bulk Document Uploader supports processing up to 150 documents per request and has the same document size and page limits as the Amazon Textract APIs.

APIs 90

APIs Construction Accountability Best practices 90

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. In this post, we present a solution that D2L.ai

APIs 93

APIs Benchmark Best practices Engineering 93

AWS Machine Learning

JUNE 21, 2024

The application’s frontend is accessible through Amazon API Gateway , using both edge and private gateways. When a SageMaker endpoint is constructed, an S3 URI to the bucket containing the model artifact and Docker image is shared using Amazon ECR. The following diagram visualizes the architecture diagram and workflow.

Engineering 123

Engineering Construction APIs Benchmark 123

Talkdesk

JANUARY 16, 2018

Leveraging today’s innovative speech recognition technology and predictive analytics is the key to creating a customer-centric culture in the call center. Leveraging today’s innovative speech recognition technology and predictive analytics is the key to creating a customer-centric culture in the call center.”

Analytics 40

Analytics Call Center Customer centricity Construction 40

Talkdesk

JANUARY 16, 2018

Leveraging today’s innovative speech recognition technology and predictive analytics is the key to creating a customer-centric culture in the call center. Leveraging today’s innovative speech recognition technology and predictive analytics is the key to creating a customer-centric culture in the call center.”

Analytics 40

Analytics Call Center Customer centricity Construction 40

AWS Machine Learning

AUGUST 30, 2023

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. Generated answers can include links to the reference documents and context passages used, to provide attribution and transparency on how the LLM constructed the answers.

Self service 128

Self service APIs Transportation Contact Center 128

AWS Machine Learning

JUNE 3, 2024

We walk you through constructing a scalable, serverless, end-to-end semantic search pipeline for surveillance footage with Amazon Kinesis Video Streams , Amazon Titan Multimodal Embeddings on Amazon Bedrock , and Amazon OpenSearch Service. It enables real-time video ingestion, storage, encoding, and streaming across devices.

APIs 110

APIs Accountability Entertainment Construction 110

JustCall

AUGUST 12, 2022

With CPaaS, organizations can partake in specialized strategies in their business communication systems such as adding video, upgrading voice, or utilizing APIs that permit customization. CPaaS helps organizations to make and construct their very own communication arrangement by adapting their existing devices. Meaning of CCaaS.

APIs 52

APIs Contact center software Contact Center Call Center 52

AWS Machine Learning

APRIL 17, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon through a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

APIs 132

APIs Construction Management Analytics 132

AWS Machine Learning

MARCH 23, 2023

Homomorphic encryption is a new approach to encryption that allows computations and analytical functions to be run on encrypted data, without first having to decrypt it, in order to preserve privacy in cases where you have a policy that states data should never be decrypted. The following figure shows both versions of these patterns.

Scripts 120

Scripts APIs Government Analytics 120

AWS Machine Learning

DECEMBER 6, 2023

The Q4 Platform facilitates interactions across the capital markets through IR website products, virtual events solutions, engagement analytics, investor relations Customer Relationship Management (CRM), shareholder and market analysis, surveillance, and ESG tools. LangChain supports Amazon Bedrock as a multi-foundation model API.

Chatbots 124

Chatbots APIs Engineering CRM 124

AWS Machine Learning

SEPTEMBER 12, 2024

Solution overview You will construct a RAG QnA system on a SageMaker notebook using the Llama3-8B model and BGE Large embedding model. medium instance to demonstrate deploying the model as an API endpoint using an SDK through SageMaker JumpStart. To demonstrate this solution, a sample notebook is available in the GitHub repo.

APIs 128

APIs Benchmark Enterprise Construction 128

Cincom

MAY 8, 2024

Integration with Existing Systems: APIs facilitate data sharing between CPQ and other core platforms like CRM, ERP, accounting, e-commerce, and more. Workflow automation manages optimal deal construction, including automated approvals, version histories, and progress tracking to ensure smooth transitions through each milestone.

Enterprise 52

Enterprise Sales CRM Upselling 52

ViiBE Blog

JULY 30, 2021

Automotive , Construction , Energy , Insurance , Retail , SMB , Transport. The most desired and beneficial features of successful contact centers are: interactive voice response customer experience recording advanced analytics and reporting embedded CRM API integrations. ViiBE Blog. What is a contact center? Natalia Barszcz.

Contact Center 52

Contact Center Automotive Transportation Construction 52

AWS Machine Learning

MARCH 29, 2023

In this post, we discuss how the IEO developed UNDP’s artificial intelligence and machine learning (ML) platform—named Artificial Intelligence for Development Analytics (AIDA)— in collaboration with AWS, UNDP’s Information and Technology Management Team (UNDP ITM), and the United Nations International Computing Centre (UNICC).

APIs 84

APIs Construction Metrics Technology 84

AWS Machine Learning

AUGUST 9, 2024

OpenSearch is an open source and distributed search and analytics suite derived from Elasticsearch. Kevin also heads Deltek’s Specification Solutions products, producing premier construction specification content including MasterSpec® for the AIA and SpecText. It also formats complex structures like tables for easier analysis.

Government 127

Government Healthcare Construction Engineering 127

AWS Machine Learning

JULY 24, 2023

A recent initiative is to simplify the difficulty of constructing search expressions by autofilling patent search queries using state-of-the-art text generation models. In this section, we show how to build your own container, deploy your own GPT-2 model, and test with the SageMaker endpoint API. Specifically, Dockerfile and build.sh

APIs 78

APIs Engineering Construction Benchmark 78

AWS Machine Learning

JULY 29, 2022

Because the solution creates a SAML API, you can use any IdP supporting SAML assertions to create this architecture. Each application is configured with the Amazon API Gateway endpoint URL as its SAML backend. The API Gateway calls an SAML backend API. Custom SAML 2.0 For more information, refer to SageMaker Roles.

Management 89

Management APIs Accountability Construction 89

Hodusoft

NOVEMBER 9, 2022

Analytics and Reporting: Data analytics can be leveraged to drive actionable insights on business operations, sales, marketing campaigns, and others. Today, most IP PBX software service providers in the UK offer built-in analytics and reporting features.

voip 52

voip CRM Analytics Telecommunications 52

AWS Machine Learning

JUNE 6, 2024

Solution overview We’ve prepared a notebook that constructs and runs a RAG question answering system using Jina Embeddings and the Mixtral 8x7B LLM in SageMaker JumpStart. AWS Marketplace includes thousands of software listings and simplifies software licensing and procurement with flexible pricing options and multiple deployment methods.

Benchmark 116

Benchmark Enterprise Construction APIs 116

The Northridge Group

MAY 2, 2023

To get a handle on ChatGPT, its implications, benefits, challenges, and best practices for contact centers we had a virtual conversation recently with Nathan Hart, Senior Director of Technology, Solutioning & Data Analytics, The Northridge Group. GPT-4 boasts some crucial advancements over its predecessors.

Contact Center 67

Contact Center B2C Chatbots B2B 67

AWS Machine Learning

MARCH 28, 2024

Solution overview In this post, we demonstrate the use of Mixtral-8x7B Instruct text generation combined with the BGE Large En embedding model to efficiently construct a RAG QnA system on an Amazon SageMaker notebook using the parent document retriever tool and contextual compression technique. We use an ml.t3.medium

Telecommunications 134

Telecommunications Healthcare Transportation Accountability 134

AWS Machine Learning

FEBRUARY 13, 2024

For example, the analytics team may curate features like customer profile, transaction history, and product catalogs in a central management account. Their task is to construct and oversee efficient data pipelines. Drawing data from source systems, they mold raw data attributes into discernable features. Take “age” for instance.

Accountability 129

Accountability Government Engineering Scripts 129

AWS Machine Learning

SEPTEMBER 1, 2023

These teams are as follows: Advanced analytics team (data lake and data mesh) – Data engineers are responsible for preparing and ingesting data from multiple sources, building ETL (extract, transform, and load) pipelines to curate and catalog the data, and prepare the necessary historical data for the ML use cases.

Engineering 128

Engineering Accountability Construction APIs 128

AWS Machine Learning

AUGUST 8, 2024

Amazon Bedrock is a fully managed service that offers a choice of high-performing FMs from leading AI companies like AI21 Labs, Anthropic, Cohere, Meta, Mistral, Stability AI, and Amazon within a single API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

Engineering 121

Engineering Accountability Feedback Enterprise 121