AWS Machine Learning

FEBRUARY 21, 2025

Whether youre new to AI development or an experienced practitioner, this post provides step-by-step guidance and code examples to help you build more reliable AI applications. Lets walkthrough an example of how this solution would handle a users question. For example, if the question was What hotels are near re:Invent?

Engineering 123

Engineering APIs Analytics Enterprise 123

AWS Machine Learning

MARCH 19, 2025

The organizations that figure this out first will have a significant competitive advantageand were already seeing compelling examples of whats possible. Rahul has over twenty years of experience in technology and has co-founded two companies, one focused on analytics and the other on IP-geolocation.

Healthcare 144

Healthcare Enterprise APIs Transportation 144

AWS Machine Learning

OCTOBER 29, 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, Stability AI, and Amazon through a single API, along with a broad set of capabilities you need to build generative AI applications with security, privacy, and responsible AI.

Best practices 113

Best practices Feedback Metrics APIs 113

AWS Machine Learning

APRIL 10, 2025

You can get started without any prior machine learning (ML) experience, and Amazon Personalize allows you to use APIs to build sophisticated personalization capabilities. In our example, we use the Top picks for you recommender. This usually comes from analytics tools or a customer data platform (CDP).

Personalization 99

Personalization APIs Advertising Accountability 99

AWS Machine Learning

OCTOBER 16, 2024

In this post, we demonstrate how the CQ solution used Amazon Transcribe and other AWS services to improve critical KPIs with AI-powered contact center call auditing and analytics. Additionally, Intact was impressed that Amazon Transcribe could adapt to various post-call analytics use cases across their organization.

Customer Service 87

Customer Service Scripts Coaching Finance 87

AWS Machine Learning

SEPTEMBER 28, 2023

As an example, time-series forecasting allows retailers to predict future sales demand and plan for inventory levels, logistics, and marketing campaigns. In this post, we describe the enhancements to the forecasting capabilities of SageMaker Canvas and guide you on using its user interface (UI) and AutoML APIs for time-series forecasting.

APIs 119

APIs Construction Finance Enterprise 119

AWS Machine Learning

DECEMBER 3, 2024

The following example shows the Cropwise AI mobile app in GHX 2.0 This project is just one example of how Syngenta is using advaned AWS AI services to drive innovation in agriculture. It facilitates real-time data synchronization and updates by using GraphQL APIs, providing seamless and responsive user experiences.

Sales 108

Sales APIs Engineering Analytics 108

AWS Machine Learning

MARCH 27, 2025

We also showcase a real-world example for predicting the root cause category for support cases. For the use case of labeling the support root cause categories, its often harder to source examples for categories such as Software Defect, Feature Request, and Documentation Improvement for labeling than it is for Customer Education.

Education 110

Education Engineering APIs Enterprise 110

AWS Machine Learning

FEBRUARY 6, 2025

In this post, we review how Aetion is using Amazon Bedrock to help streamline the analytical process toward producing decision-grade real-world evidence and enable users without data science expertise to interact with complex real-world datasets. The following diagram illustrates the solution architecture.

Healthcare 76

Healthcare APIs Analytics Transportation 76

AWS Machine Learning

NOVEMBER 19, 2024

These sessions, featuring Amazon Q Business , Amazon Q Developer , Amazon Q in QuickSight , and Amazon Q Connect , span the AI/ML, DevOps and Developer Productivity, Analytics, and Business Applications topics.

APIs 101

APIs Enterprise Best practices Government 101

AWS Machine Learning

NOVEMBER 20, 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, Mistral AI, 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.

Construction 118

Construction APIs Metrics Accountability 118

AWS Machine Learning

JANUARY 31, 2025

However, there are benefits to building an FM-based classifier using an API service such as Amazon Bedrock, such as the speed to develop the system, the ability to switch between models, rapid experimentation for prompt engineering iterations, and the extensibility into other related classification tasks.

Engineering 93

Engineering Enterprise APIs Consulting 93

AWS Machine Learning

NOVEMBER 13, 2024

For example, searching for a specific red leather handbag with a gold chain using text alone can be cumbersome and imprecise, often yielding results that don’t directly match the user’s intent. Amazon Titan FMs provide customers with a breadth of high-performing image, multimodal, and text model choices, through a fully managed API.

Engineering 116

Engineering Management APIs Healthcare 116

AWS Machine Learning

NOVEMBER 3, 2022

We also look into how to further use the extracted structured information from claims data to get insights using AWS Analytics and visualization services. We highlight on how extracted structured data from IDP can help against fraudulent claims using AWS Analytics services. Amazon Redshift is another service in the Analytics stack.

Analytics 96

Analytics APIs Healthcare Big data 96

AWS Machine Learning

FEBRUARY 7, 2025

The implementation uses Slacks event subscription API to process incoming messages and Slacks Web API to send responses. The following screenshot shows an example. The incoming event from Slack is sent to an endpoint in API Gateway, and Slack expects a response in less than 3 seconds, otherwise the request fails.

Entertainment 81

Entertainment APIs Technology Feedback 81

AWS Machine Learning

FEBRUARY 10, 2025

In this example, we start with the data science or portfolio agent. They provide access to external data and APIs or enable specific actions and computation. With more than 20 years of experience in data analytics and enterprise applications, he has driven technological innovation across both the public and private sectors.

Chief Customer Officer 102

Chief Customer Officer Banking SaaS Engineering 102

AWS Machine Learning

OCTOBER 23, 2024

Agent Creator is a versatile extension to the SnapLogic platform that is compatible with modern databases, APIs, and even legacy mainframe systems, fostering seamless integration across various data environments. The integration with Amazon Bedrock is achieved through the Amazon Bedrock InvokeModel APIs.

Enterprise 86

Enterprise APIs Engineering Government 86

AWS Machine Learning

JUNE 21, 2023

The Live Call Analytics with Agent Assist (LCA) open-source solution addresses these challenges by providing features such as AI-powered agent assistance, call transcription, call summarization, and much more. This function can implement custom logic that’s relevant to postprocessing, for example, updating the call summary to a CRM system.

Analytics 98

Analytics APIs CRM Contact Center 98

AWS Machine Learning

APRIL 3, 2025

At the heart of this transformation is the OMRON Data & Analytics Platform (ODAP), an innovative initiative designed to revolutionize how the company harnesses its data assets. Finally, ODAP was designed to incorporate cutting-edge analytics tools and future AI-powered insights.

Government 81

Government Analytics Engineering CRM 81

AWS Machine Learning

NOVEMBER 15, 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, Mistral AI, 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.

Chatbots 114

Chatbots Engineering Enterprise Government 114

AWS Machine Learning

FEBRUARY 25, 2025

Headquartered in Redwood City, California, Alation is an AWS Specialization Partner and AWS Marketplace Seller with Data and Analytics Competency. Organizations trust Alations platform for self-service analytics, cloud transformation, data governance, and AI-ready data, fostering innovation at scale. Leave the defaults and choose Next.

Enterprise 97

Enterprise Engineering APIs Accountability 97

AWS Machine Learning

APRIL 24, 2025

For example, a user inputs a query containing text and an image of a product they like, and the search engine translates both into vector embeddings using a multimodal embeddings model and retrieves related items from the catalog using embeddings similarities. The Amazon Bedrock API replies with embeddings to the Jupyter notebook.

Engineering 105

Engineering APIs Enterprise Accountability 105

ShepHyken

MAY 5, 2017

Insight technologies that deliver personalization and predictive analytics. Standardized web services and APIs for federating silos of data and connecting applications ease integration. The cloud also facilitates next-generation time-saving technology — the use of predictive analytics to further streamline customer interactions.

Self service 206

Self service APIs Surveys Analytics 206

CCNG

MAY 30, 2024

Forecasting Core Features The Ability to Consume Historical Data Whether it’s from a copy/paste of a spreadsheet or an API connection, your WFM platform must have the ability to consume historical data. If your platform produces amazing forecasts but no aligned schedules, then you likely have a data analytics platform and not a WFM platform.

Abandon rate 195

Abandon rate CCNG Average Handle Time Contact Center 195

AWS Machine Learning

MARCH 10, 2023

Example use cases for this could be payment processing or high-volume account creation. The source of the data could be a system that generates these transactions—for example, ecommerce or banking. Call the Amazon Fraud Detector API using the GetEventPrediction action. An example use case is claims processing.

APIs 140

APIs Banking Accountability Analytics 140

AWS Machine Learning

JANUARY 7, 2025

The translation playground could be adapted into a scalable serverless solution as represented by the following diagram using AWS Lambda , Amazon Simple Storage Service (Amazon S3), and Amazon API Gateway. For this example, the translated text, although accurate, is close to a literal translation, which is not a common phrasing in French.

Engineering 111

Engineering Metrics industry standards Finance 111

AWS Machine Learning

MAY 30, 2024

The frontend UI interacts with the extract microservice through a RESTful interface provided by Amazon API Gateway. It offers details of the extracted video information and includes a lightweight analytics UI for dynamic LLM analysis. The following screenshots show some examples.

Advertising 130

Advertising APIs Education Analytics 130

AWS Machine Learning

SEPTEMBER 12, 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 unified API, along with a broad set of capabilities to build generative AI applications with security, privacy, and responsible AI.

Healthcare 129

Healthcare APIs Accountability Enterprise 129

AWS Machine Learning

MARCH 1, 2024

For example, consider the following query: What is the cost of the book " " on ? For example, if you have want to build a chatbot for an ecommerce website to handle customer queries such as the return policy or details of the product, using hybrid search will be most suitable.

APIs 137

APIs Finance Chatbots Enterprise 137

AWS Machine Learning

NOVEMBER 10, 2023

Addressing privacy Amazon Comprehend already addresses privacy through its existing PII detection and redaction abilities via the DetectPIIEntities and ContainsPIIEntities APIs. Note that DetectToxicContent is a new API, whereas ClassifyDocument is an existing API that now supports prompt safety classification.

APIs 126

APIs Chatbots Analytics Personalization 126

AWS Machine Learning

APRIL 30, 2025

Building a solid business case: Operational excellence drives customer experience The foundation of successful generative AI implementations are business cases with clear value propositions that fit with organizational goals, for example, improving efficiency, cost savings, or revenue growth.

Government 67

Government Engineering Enterprise APIs 67

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. This example represents our willingness to bid 1.65 This example represents our willingness to bid 1.65

Marketing 98

Marketing Analytics APIs Engineering 98

AWS Machine Learning

NOVEMBER 17, 2023

The structured prompts include a sequence of question-thought-action-observation examples. 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. The following diagram depicts the agent structure.

APIs 116

APIs Customer Service Construction Analytics 116

AWS Machine Learning

FEBRUARY 29, 2024

At Deutsche Bahn, a dedicated AI platform team manages and operates the SageMaker Studio platform, and multiple data analytics teams within the organization use the platform to develop, train, and run various analytics and ML activities.

APIs 129

APIs Transportation Construction Analytics 129

AWS Machine Learning

FEBRUARY 10, 2025

Additionally, well cover real-world examples of processes such as: A mortgage lender that used AI-driven data extraction to reduce mortgage processing times from 16 weeks to 10 weeks. However, extracting meaningful insights from large datasets can be challenging without advanced analytical tools.

Enterprise 71

Enterprise APIs Government Healthcare 71

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 130

Real estate APIs Metrics Construction 130

AWS Machine Learning

APRIL 19, 2024

ACK is a framework for building Kubernetes custom controllers, where each controller communicates with an AWS service API. These controllers allow Kubernetes users to provision AWS resources like buckets, databases, or message queues simply by using the Kubernetes API. Release v1.2.9 services.k8s.aws/Bucket has been created.

APIs 127

APIs Engineering Construction Enterprise 127