AWS Machine Learning

FEBRUARY 21, 2025

Solution overview Our solution implements a verified semantic cache using the Amazon Bedrock Knowledge Bases Retrieve API to reduce hallucinations in LLM responses while simultaneously improving latency and reducing costs. The function checks the semantic cache (Amazon Bedrock Knowledge Bases) using the Retrieve API.

Engineering 121

Engineering APIs Analytics Enterprise 121

AWS Machine Learning

MARCH 19, 2025

They use a highly optimized inference stack built with NVIDIA TensorRT-LLM and NVIDIA Triton Inference Server to serve both their search application and pplx-api, their public API service that gives developers access to their proprietary models. The results speak for themselvestheir inference stack achieves up to 3.1

Healthcare 144

Healthcare Enterprise APIs Transportation 144

AWS Machine Learning

OCTOBER 31, 2024

This connector allows you to query your Gmail data using Amazon Q Business as your query engine. We provide the service account with authorization scopes to allow access to the required Gmail APIs. After you create the project, on the navigation menu, choose APIs and Services and Library to view the API Library.

APIs 118

APIs Accountability Enterprise Engineering 118

OrecX

JANUARY 5, 2021

This is the only way to ensure your speech analytics solution is adequately interpreting and transcribing both your agents and your customers. REAL TIME - Does your recording solution capture call audio in a real-time streaming manner so your transcription and analytics engine can process the call as it happens, or post-call?

Analytics 127

Analytics APIs CRM Engineering 127

AWS Machine Learning

AUGUST 2, 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 AI, Stability AI, and Amazon through a single API. Maintain a measured, objective, and analytical tone throughout the content, avoiding overly conversational or casual language.

Engineering 131

Engineering Scripts Metrics Advertising 131

AWS Machine Learning

DECEMBER 3, 2024

Agent architecture The following diagram illustrates the serverless agent architecture with standard authorization and real-time interaction, and an LLM agent layer using Amazon Bedrock Agents for multi-knowledge base and backend orchestration using API or Python executors. Domain-scoped agents enable code reuse across multiple agents.

Sales 108

Sales APIs Engineering Analytics 108

AWS Machine Learning

FEBRUARY 14, 2024

Amazon Bedrock offers a choice of high-performing foundation models from leading AI companies, including AI21 Labs, Anthropic, Cohere, Meta, Stability AI, and Amazon, via a single API. Prompt engineering makes generative AI applications more efficient and effective.

Engineering 139

Engineering Chatbots Accountability Enterprise 139

AWS Machine Learning

MARCH 27, 2025

This requirement translates into time and effort investment of trained personnel, who could be support engineers or other technical staff, to review tens of thousands of support cases to arrive at an even distribution of 3,000 per category. Sonnet prediction accuracy through prompt engineering. client = boto3.client("bedrock-runtime",

Education 109

Education Engineering APIs Enterprise 109

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 104

Engineering APIs Enterprise Accountability 104

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 113

Chatbots Engineering Enterprise Government 113

AWS Machine Learning

MAY 9, 2024

Verisk (Nasdaq: VRSK) is a leading data analytics and technology partner for the global insurance industry. Through advanced analytics, software, research, and industry expertise across over 20 countries, Verisk helps build resilience for individuals, communities, and businesses.

Engineering 129

Engineering Customer Support APIs Government 129

AWS Machine Learning

FEBRUARY 10, 2025

Our initial approach combined prompt engineering and traditional Retrieval Augmented Generation (RAG). They provide access to external data and APIs or enable specific actions and computation. As a former startup CTO, he enjoys collaborating with founders and engineering leaders to drive growth and innovation on AWS.

Chief Customer Officer 101

Chief Customer Officer Banking SaaS Engineering 101

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 80

Government Analytics Engineering CRM 80

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. About the Authors Javier Beltrn is a Senior Machine Learning Engineer at Aetion.

Healthcare 75

Healthcare APIs Analytics Transportation 75

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 112

Best practices Feedback Metrics APIs 112

AWS Machine Learning

SEPTEMBER 28, 2023

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. While the SageMaker Canvas UI offers a code-free visual interface, the APIs empower developers to interact with these features programmatically.

APIs 118

APIs Construction Finance Enterprise 118

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. Leave the session inspired to bring Amazon Q Apps to supercharge your teams’ productivity engines.

APIs 101

APIs Enterprise Best practices Government 101

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. Pre-built templates tailored to various use cases are included, significantly enhancing both employee and customer experiences.

Enterprise 85

Enterprise APIs Engineering Government 85

AWS Machine Learning

MARCH 4, 2025

Customizable Uses prompt engineering , which enables customization and iterative refinement of the prompts used to drive the large language model (LLM), allowing for refining and continuous enhancement of the assessment process. Your data remains in the AWS Region where the API call is processed.

Best practices 113

Best practices Enterprise Engineering Strategic Value 113

AWS Machine Learning

JANUARY 7, 2025

The solution proposed in this post relies on LLMs context learning capabilities and prompt engineering. 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.

Engineering 110

Engineering Metrics industry standards Finance 110

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. secrets_manager_client = boto3.client('secretsmanager')

Enterprise 96

Enterprise Engineering APIs Accountability 96

AWS Machine Learning

MAY 5, 2023

To address the problems associated with complex searches, this post describes in detail how you can achieve a search engine that is capable of searching for complex images by integrating Amazon Kendra and Amazon Rekognition. Users may have to manually filter out unsuitable image results when dealing with complex searches.

Engineering 104

Engineering APIs Scripts Enterprise 104

AWS Machine Learning

APRIL 30, 2025

Second, integration tests verify the end-to-end flow of the REST API and the chatbots interaction with the large language model (LLM). This allowed them to quickly move their API-based backend services to a cloud-native environment. Daniel Zagyva is a Senior ML Engineer at AWS Professional Services.

Government 66

Government Engineering Enterprise APIs 66

AWS Machine Learning

JANUARY 10, 2024

Specialist Data Engineering at Merck, and Prabakaran Mathaiyan, Sr. ML Engineer at Tiger Analytics. The solution uses AWS Lambda , Amazon API Gateway , Amazon EventBridge , and SageMaker to automate the workflow with human approval intervention in the middle. This post is co-written with Jayadeep Pabbisetty, Sr.

APIs 128

APIs Construction Engineering Analytics 128

AWS Machine Learning

MAY 3, 2023

One aspect of this data preparation is feature engineering. Feature engineering refers to the process where relevant variables are identified, selected, and manipulated to transform the raw data into more useful and usable forms for use with the ML algorithm used to train a model and perform inference against it.

Engineering 97

Engineering Metrics APIs Big data 97

AWS Machine Learning

SEPTEMBER 18, 2024

The backbone of these advancements is ZOE, Zeta’s Optimization Engine. ZOE is a multi-agent LLM application that integrates with multiple data sources to provide a unified view of the customer, simplify analytics queries, and facilitate marketing campaign creation. The main parts we use are tracking the server and model registry.

APIs 120

APIs Engineering Analytics Marketing 120

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. Detect generic objects and labels using the Amazon Rekognition label detection API.

Advertising 129

Advertising APIs Education Analytics 129

Pointillist

JULY 25, 2018

Companies are increasingly benefiting from customer journey analytics across marketing and customer experience, as the results are real, immediate and have a lasting effect. Learning how to choose the best customer journey analytics platform is just the start. Steps to Implement Customer Journey Analytics. By Swati Sahai.

Analytics 93

Analytics Government Metrics Upselling 93

AWS Machine Learning

MARCH 8, 2023

MPII is using a machine learning (ML) bid optimization engine to inform upstream decision-making processes in power asset management and trading. MPII’s bid optimization engine solution uses ML models to generate optimal bids for participation in different markets. in Electrical Engineering and a B.S. in Computer Engineering.

Marketing 97

Marketing Analytics APIs Engineering 97

AWS Machine Learning

MAY 15, 2024

With that goal, Amazon Ads has used artificial intelligence (AI), applied science, and analytics to help its customers drive desired business outcomes for nearly two decades. Here, Amazon SageMaker Ground Truth allowed ML engineers to easily build the human-in-the-loop workflow (step v). Burak is still a research affiliate in MIT.

Advertising 130

Advertising APIs Engineering Benchmark 130

AWS Machine Learning

NOVEMBER 1, 2023

Overview of solution The overarching goal for the engineering team is to detect and redact PII from millions of legal documents for their customers. Using Reveal’s Logikcull solution, the engineering team implemented two processes, namely first pass PII detection and second pass PII detection and redaction.

APIs 118

APIs Government Engineering Telecommunications 118

OrecX

MARCH 23, 2023

Conversational analytics is the name of the game today in the call recording world. According to leading conversational analytics provider, CallMiner, " Conversational analytics delivers clear insight into the mindset of the customer by monitoring and analyzing their behavior and emotion during every interaction.

Analytics 71

Analytics voip APIs Engineering 71

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. We demonstrate how two different personas, a data scientist and an MLOps engineer, can collaborate to lift and shift hundreds of legacy models. You can easily extend this solution to add more functionality.

Scripts 143

Scripts APIs Engineering Construction 143

AWS Machine Learning

SEPTEMBER 9, 2022

Amp wanted a scalable data and analytics platform to enable easy access to data and perform machine leaning (ML) experiments for live audio transcription, content moderation, feature engineering, and a personal show recommendation service, and to inspect or measure business KPIs and metrics. Business intelligence (BI) and analytics.

Analytics 93

Analytics Engineering Metrics APIs 93

AWS Machine Learning

JANUARY 13, 2023

Machine learning (ML) presents an opportunity to address some of these concerns and is being adopted to advance data analytics and derive meaningful insights from diverse HCLS data for use cases like care delivery, clinical decision support, precision medicine, triage and diagnosis, and chronic care management.

Analytics 99

Analytics Healthcare Engineering Government 99

AWS Machine Learning

MAY 15, 2024

This post demonstrates how to use advanced prompt engineering to control an LLM’s behavior and responses. 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). The Docker engine.

Education 141

Education APIs Engineering Banking 141

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 126

APIs Engineering Construction Enterprise 126