AWS Machine Learning

FEBRUARY 13, 2024

SageMaker Feature Store now makes it effortless to share, discover, and access feature groups across AWS accounts. With this launch, account owners can grant access to select feature groups by other accounts using AWS Resource Access Manager (AWS RAM).

Accountability 130

Accountability Government Engineering Scripts 130

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. It is highly recommended that you use a separate AWS account and setup AWS Budget to monitor the costs.

Best practices 122

Best practices Enterprise Engineering Strategic Value 122

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. OpenSearch Service is the AWS recommended vector database for Amazon Bedrock.

Engineering 109

Engineering APIs Enterprise Accountability 109

AWS Machine Learning

FEBRUARY 10, 2025

Our initial approach combined prompt engineering and traditional Retrieval Augmented Generation (RAG). For more information about how to work with RDC and AWS and to understand how were supporting banking customers around the world to use AI in credit decisions, contact your AWS Account Manager or visit Rich Data Co.

Chief Customer Officer 112

Chief Customer Officer Banking SaaS Engineering 112

AWS Machine Learning

OCTOBER 31, 2024

After you set up the connector, you can create one or multiple data sources within Amazon Q Business and configure them to start indexing emails from your Gmail account. The connector supports authentication using a Google service account. We describe the process of creating an account later in this post. Choose Create.

APIs 122

APIs Accountability Enterprise Engineering 122

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.

Enterprise 108

Enterprise Engineering APIs Accountability 108

AWS Machine Learning

MARCH 19, 2025

Behind this achievement lies a story of rigorous engineering for safety and reliabilityessential in healthcare where stakes are extraordinarily high. Prior to his current role, he was Vice President, Relational Database Engines where he led Amazon Aurora, Redshift, and DSQL.

Healthcare 144

Healthcare Enterprise APIs Transportation 144

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 118

Management APIs Engineering Metrics 118

AWS Machine Learning

JANUARY 7, 2025

The solution proposed in this post relies on LLMs context learning capabilities and prompt engineering. The project also requires that the AWS account is bootstrapped to allow the deployment of the AWS CDK stack. It enables you to use an off-the-shelf model as is without involving machine learning operations (MLOps) activity.

Engineering 115

Engineering Metrics industry standards Finance 115

AWS Machine Learning

OCTOBER 29, 2024

Security – The solution uses AWS services and adheres to AWS Cloud Security best practices so your data remains within your AWS account. Clean up To avoid incurring costs and maintain a clean AWS account, you can remove the associated resources by deleting the AWS CloudFormation stack you created for this walkthrough.

Best practices 115

Best practices Feedback Metrics APIs 115

AWS Machine Learning

DECEMBER 19, 2023

Many businesses already have data scientists and ML engineers who can build state-of-the-art models, but taking models to production and maintaining the models at scale remains a challenge. Just like DevOps combines development and operations for software engineering, MLOps combines ML engineering and IT operations.

Analytics 134

Analytics Engineering Government Best practices 134

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 105

Engineering Metrics APIs Big data 105

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. We expect to release version 4.2.2

Education 113

Education Engineering APIs Enterprise 113

AWS Machine Learning

NOVEMBER 12, 2024

In this blog post, we demonstrate prompt engineering techniques to generate accurate and relevant analysis of tabular data using industry-specific language. NOTE : Since we used an SQL query engine to query the dataset for this demonstration, the prompts and generated outputs mention SQL below.

Engineering 122

Engineering Real estate Government Big data 122

AWS Machine Learning

MARCH 18, 2025

ASR and NLP techniques provide accurate transcription, accounting for factors like accents, background noise, and medical terminology. Audio-to-text transcription The recorded audio files are securely transmitted to a speech-to-text engine, which converts the spoken words into text format. An AWS account.

Healthcare 115

Healthcare Analytics Consulting Consulting 115

AWS Machine Learning

NOVEMBER 15, 2023

Principal is conducting enterprise-scale near-real-time analytics to deliver a seamless and hyper-personalized omnichannel customer experience on their mission to make financial security accessible for all. The CCI Post-Call Analytics (PCA) solution is part of CCI solutions suite and fit many of the identified requirements.

Analytics 120

Analytics Interactive Voice Response Average Handle Time Contact Center 120

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 104

Analytics Healthcare Engineering Government 104

AWS Machine Learning

AUGUST 23, 2023

Persistent Systems, a global digital engineering provider, has run several pilots and formal studies with Amazon CodeWhisperer that point to shifts in software engineering, generative AI-led modernization, responsible innovation, and more. Persistent prioritizes responsibility, accountability, and transparency to build client trust.

Engineering 98

Engineering Best practices Enterprise Technology 98

AWS Machine Learning

NOVEMBER 7, 2024

SageMaker JumpStart is a machine learning (ML) hub that provides a wide range of publicly available and proprietary FMs from providers such as AI21 Labs, Cohere, Hugging Face, Meta, and Stability AI, which you can deploy to SageMaker endpoints in your own AWS account. They’re illustrated in the following figure.

Enterprise 115

Enterprise APIs Government Accountability 115

AWS Machine Learning

MARCH 19, 2025

When preparing the answer, take into account the following text: {context} ] Before answering the question, think through it step-by-step within the tags. nn en nn nnAWS (Amazon Web Services) is a cloud computing platform that offers a broad set of global services including computing, storage, databases, analytics, machine learning, and more.

APIs 115

APIs Automotive Accountability Analytics 115

AWS Machine Learning

DECEMBER 13, 2024

This post was written with Darrel Cherry, Dan Siddall, and Rany ElHousieny of Clearwater Analytics. About Clearwater Analytics Clearwater Analytics (NYSE: CWAN) stands at the forefront of investment management technology. trillion in assets across thousands of accounts worldwide.

Analytics 96

Analytics Management Accountability Engineering 96

AWS Machine Learning

MAY 1, 2025

Prerequisites To use this feature, make sure that you have satisfied the following requirements: An active AWS account. models enabled in your Amazon Bedrock account. It requires sophisticated visual reasoning to interpret data visualizations and answer numerical and analytical questions about the presented information.

Best practices 58

Best practices Engineering Benchmark Transportation 58

AWS Machine Learning

FEBRUARY 21, 2025

Compound AI system and the DSPy framework With the rise of generative AI, scientists and engineers face a much more complex scenario to develop and maintain AI solutions, compared to classic predictive AI. With a background in AI/ML, data science, and analytics, Yunfei helps customers adopt AWS services to deliver business results.

Benchmark 101

Benchmark Metrics Engineering Feedback 101

AWS Machine Learning

OCTOBER 20, 2023

This framework addresses challenges by providing prescriptive guidance through a modular framework approach extending an AWS Control Tower multi-account AWS environment and the approach discussed in the post Setting up secure, well-governed machine learning environments on AWS.

Government 135

Government Engineering Accountability Enterprise 135

AWS Machine Learning

DECEMBER 3, 2024

The agent pulls data from various sources, integrates it with existing agronomy models, and provides a recommendation that accounts for current conditions. Serg Masis is a Senior Data Scientist at Syngenta, and has been at the confluence of the internet, application development, and analytics for the last two decades.

Sales 110

Sales APIs Engineering Analytics 110

AWS Machine Learning

AUGUST 30, 2024

This licensing update reflects Meta’s commitment to fostering innovation and collaboration in AI development with transparency and accountability. Text-to-SQL parsing – For tasks like Text-to-SQL parsing, note the following: Effective prompt design – Engineers should design prompts that accurately reflect user queries to SQL conversion needs.

Best practices 93

Best practices Engineering Accountability Enterprise 93

AWS Machine Learning

OCTOBER 28, 2024

Examples include financial systems processing transaction data streams, recommendation engines processing user activity data, and computer vision models processing video frames. Data Scientist at AWS, bringing a breadth of data science, ML engineering, MLOps, and AI/ML architecting to help businesses create scalable solutions on AWS.

Scripts 117

Scripts Metrics Engineering Analytics 117

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 110

APIs Enterprise Best practices Government 110

AWS Machine Learning

APRIL 29, 2025

However, when transitioning between different foundation models, the prompts created for your original model might not be as performant for Amazon Nova models without prompt engineering and optimization. With a background in AI/ML, data science, and analytics, Yunfei helps customers adopt AWS services to deliver business results.

Metrics 92

Metrics Engineering Best practices Benchmark 92

AWS Machine Learning

FEBRUARY 5, 2025

Previously, OfferUps search engine was built with Elasticsearch (v7.10) on Amazon Elastic Compute Cloud (Amazon EC2), using a keyword search algorithm to find relevant listings. These challenges include: Context understanding Keyword searches dont account for the context in which a term is used.

Engineering 88

Engineering Metrics Analytics Marketing 88

AWS Machine Learning

APRIL 30, 2025

The principles include regulatory compliance, maintaining data provenance and reliability, incorporating human oversight via human-in-the-loop, inclusivity and diversity in data usage and algorithm adoption, responsibility and accountability, and digital education and communicative transparency.

Government 71

Government Engineering Enterprise APIs 71

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 101

Marketing Analytics APIs Engineering 101

AWS Machine Learning

DECEMBER 7, 2023

In this post, we describe how we reduced the modelling time by 70% by doing the feature engineering and modelling using Amazon Forecast. SARIMA extends ARIMA by incorporating additional parameters to account for seasonality in the time series. He joined Getir in 2019 and currently works as a Senior Data Science & Analytics Manager.

Management 131

Management Engineering Analytics Construction 131

OrecX

MAY 25, 2022

Conversational analytics engines automatically identify these words and can alert managers, team leaders and/or quality evaluators who can use those relevant sections of an interaction to better coach underperforming agents. When this happens, the transcription engine has trouble discerning what each individual said.

Engineering 127

Engineering Analytics Coaching Accountability 127

AWS Machine Learning

OCTOBER 31, 2023

This post was co-written with Anthony Medeiros, Manager of Solutions Engineering and Architecture for North America Artificial Intelligence, and Blake Santschi, Business Intelligence Manager, from Schneider Electric. In particular, they are routinely used to store information related to customer accounts.

Healthcare 133

Healthcare APIs Engineering Accountability 133

AWS Machine Learning

SEPTEMBER 3, 2024

By using the Livy REST APIs , SageMaker Studio users can also extend their interactive analytics workflows beyond just notebook-based scenarios, enabling a more comprehensive and streamlined data science experience within the Amazon SageMaker ecosystem.

Big data 119

Big data Engineering Accountability Real estate 119

AWS Machine Learning

FEBRUARY 5, 2025

Monitoring Amazon Q has a built-in feature for an analytics dashboard that provides insights into user engagement within a specific Amazon Q Business application environment. About the Authors Nick Biso is a Machine Learning Engineer at AWS Professional Services. Click here to open the AWS console and follow along.

Engineering 74

Engineering Feedback Analytics Education 74