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 111

Engineering APIs Analytics Enterprise 111

AWS Machine Learning

JANUARY 28, 2025

By documenting the specific model versions, fine-tuning parameters, and prompt engineering techniques employed, teams can better understand the factors contributing to their AI systems performance. SageMaker is a data, analytics, and AI/ML platform, which we will use in conjunction with FMEval to streamline the evaluation process.

Management 95

Management APIs Engineering Metrics 95

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

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 111

APIs Accountability Enterprise Engineering 111

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 101

Education Engineering APIs Enterprise 101

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

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 124

Engineering Scripts Metrics APIs 124

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 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 133

Engineering Chatbots Accountability Enterprise 133

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 70

Healthcare APIs Analytics Transportation 70

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 104

Best practices Feedback Metrics APIs 104

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

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 100

Engineering Metrics industry standards Finance 100

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 100

Best practices Enterprise Engineering Strategic Value 100

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 88

APIs Enterprise Best practices Government 88

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 85

Enterprise Engineering APIs Accountability 85

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 119

APIs Construction Engineering Analytics 119

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 130

Advertising APIs Education Analytics 130

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 APIs 93

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

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 83

Engineering Metrics APIs Big data 83

AWS Machine Learning

NOVEMBER 15, 2022

From developing public health analytics hubs, to improving health equity and patient outcomes, to developing a COVID-19 vaccine in just 65 days, our customers are utilizing machine learning (ML) and the cloud to address some of healthcare’s biggest challenges and drive change toward more predictive and personalized care.

Analytics 87

Analytics Healthcare Engineering Enterprise 87

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 122

Advertising APIs Engineering Benchmark 122

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 136

Scripts APIs Engineering Construction 136

Calabrio

MARCH 4, 2025

Omnichannel contact center software is the engine that powers this unified view. In the meantime, if you follow the right best practices, you can open up a competitive advantage, turning your contact center into not only a hub for quality service but also an engine of growth. Reporting and Analytics: Its all about visibility.

Contact Center 52

Contact Center Contact center software Multichannel APIs 52

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 107

APIs Government Engineering Telecommunications 107

AWS Machine Learning

JANUARY 4, 2024

Specifically, we discuss the following: Why do we need Text2SQL Key components for Text to SQL Prompt engineering considerations for natural language or Text to SQL Optimizations and best practices Architecture patterns Why do we need Text2SQL? Effective prompt engineering is key to developing natural language to SQL systems.

Best practices 136

Best practices Enterprise Engineering APIs 136

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 86

Marketing Analytics APIs Engineering 86

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 124

Real estate APIs Metrics Construction 124

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 130

Education APIs Engineering Banking 130

AWS Machine Learning

AUGUST 13, 2024

Amazon Bedrock is a fully managed service that makes foundation models (FMs) from leading AI startups and Amazon available through an API, so you can choose from a wide range of FMs to find the model that is best suited for your use case. Lastly, the Lambda function stores the question list in Amazon S3.

Healthcare 126

Healthcare APIs Consulting Consulting 126

AWS Machine Learning

APRIL 5, 2024

Gramener’s GeoBox solution empowers users to effortlessly tap into and analyze public geospatial data through its powerful API, enabling seamless integration into existing workflows. With the SearchRasterDataCollection API, SageMaker provides a purpose-built functionality to facilitate the retrieval of satellite imagery.

APIs 124

APIs Engineering Analytics Healthcare 124

OrecX

JUNE 18, 2020

Oreka AC ( Audio Capture ) provides stereo/dual channel audio recording which meets the broadest set of use cases to achieve better analytics results. Only with dual-channel, speaker separated audio can the transcription engine clearly distinguish the agent's voice from the customers'.

APIs 96

APIs Engineering Analytics Call Center 96

AWS Machine Learning

OCTOBER 2, 2024

It’s a fully managed service that offers a choice of high-performing foundation models (FMs) from leading AI companies like Anthropic, Cohere, Meta, Mistral 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.

Government 115

Government APIs Enterprise Best practices 115

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 87

Analytics Healthcare Engineering Government 87

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 80

Analytics Engineering Metrics APIs 80

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 121

Analytics APIs Engineering Construction 121