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 144

Scripts APIs Engineering Construction 144

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 100

Marketing Analytics APIs Engineering 100

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 127

Real estate APIs Metrics Construction 127

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 115

APIs Customer Service Construction Analytics 115

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 142

Education APIs Engineering Banking 142

AWS Machine Learning

JANUARY 28, 2025

SageMaker is a data, analytics, and AI/ML platform, which we will use in conjunction with FMEval to streamline the evaluation process. Thanks to this construct, you can evaluate any LLM by configuring the model runner according to your model. We specifically focus on SageMaker with MLflow.

Management 113

Management APIs Engineering Metrics 113

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 125

Analytics APIs Engineering Construction 125

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 101

APIs Construction Analytics Technology 101

JustCall

JANUARY 5, 2023

Speech analytics software analyses live or recorded calls and interpret emotional indicators. Speech analytics software uses artificial intelligence to analyze spoken language similar to voice recognition software. What is Speech analytics? Significance of Speech Analytics. Some Best Speech Analytics Software.

Analytics 52

Analytics Coaching Call Center APIs 52

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 102

APIs Construction Accountability Best practices 102

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 93

APIs Construction Engineering Accountability 93

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 102

APIs Benchmark Best practices Engineering 102

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 116

APIs Enterprise Accountability Management 116

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 129

Self service APIs Transportation Contact Center 129

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

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 92

Real estate Finance APIs Construction 92

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 124

Engineering Construction APIs Benchmark 124

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 116

Scripts APIs Government Analytics 116

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 119

APIs Accountability Entertainment Construction 119

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 Marketing 124

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 100

Management APIs Accountability Construction 100

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 132

APIs Benchmark Enterprise Construction 132

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

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 98

APIs Construction Metrics Technology 98

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 133

Telecommunications Transportation Healthcare Accountability 133

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 96

APIs Engineering Construction Benchmark 96

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 129

Government Healthcare Construction Engineering 129

Help Scout

SEPTEMBER 2, 2021

Here’s an example of what the “key responsibilities” section of your tier 2 support job description could look like: In this role, you should expect these responsibilities to be part of your day-to-day schedule: Handling technical inquiries related to improperly constructed HTML or CSS, websites, or other technical issues with our internal product.

Technical Support 103

Technical Support Engineering APIs Education 103

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 117

Benchmark Enterprise Construction APIs 117

AWS Machine Learning

FEBRUARY 29, 2024

OpenSearch is a scalable, flexible, and extensible open source software suite for search, analytics, security monitoring, and observability applications, licensed under the Apache 2.0 You can also add data incrementally by importing records using the Amazon Personalize console or API.

Personalization 125

Personalization Accountability Entertainment Construction 125

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 126

Accountability Government Engineering Scripts 126

AWS Machine Learning

AUGUST 11, 2022

In the following sections, we take a deeper look at the constructs within Lookout for Metrics, and how easy it is to configure these concepts using the Lookout for Metrics console. It also provides the capability to query the anomalies via APIs. Create a detector. The following screenshots show the configuration details. Conclusion.

Metrics 97

Metrics APIs Scripts Wireless 97

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 126

Engineering Accountability Feedback Construction 126

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

MAY 4, 2023

The Neuron runtime consists of kernel driver and C/C++ libraries, which provide APIs to access AWS Inferentia and Trainium Neuron devices. This file acts as an intermediary between the DJLServing APIs and the transformers-neuronx APIs. He’s passionate about applying Machine Learning to the area of Analytics.

APIs 100

APIs Scripts Engineering Chatbots 100

AWS Machine Learning

OCTOBER 5, 2022

We also share the key technical challenges that were solved during construction of the Face-off Probability model. The second important component of the architecture is Amazon Kinesis Data Analytics for Apache Flink. Kinesis Data Analytics provides the underlying infrastructure for your Apache Flink applications. How it works.

Calibration 103

Calibration Engineering Automotive Analytics 103