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 128

Accountability Government Engineering Scripts 128

AWS Machine Learning

APRIL 3, 2024

Search engines and recommendation systems powered by generative AI can improve the product search experience exponentially by understanding natural language queries and returning more accurate results. Store embeddings into the Amazon OpenSearch Serverless as the search engine. We also include screenshots and details of the output.

Engineering 131

Engineering Accountability Education Metrics 131

AWS Machine Learning

FEBRUARY 21, 2025

About the Authors Dheer Toprani is a System Development Engineer within the Amazon Worldwide Returns and ReCommerce Data Services team. Chaithanya Maisagoni is a Senior Software Development Engineer (AI/ML) in Amazons Worldwide Returns and ReCommerce organization.

Engineering 122

Engineering APIs Analytics Enterprise 122

AWS Machine Learning

DECEMBER 23, 2024

For example, when a user needs to provide their account number or confirmation code, speech recognition accuracy becomes crucial. Prerequisites You need to have an AWS account and an AWS Identity and Access Management (IAM) role and user with permissions to create and manage the necessary resources and components for this application.

Virtual Agent 117

Virtual Agent Consulting Consulting Accountability 117

AWS Machine Learning

DECEMBER 11, 2024

Weve seen our sales teams use this capability to do things like consolidate meeting notes from multiple team members, analyze business reports, and develop account strategies. This will enable teams across all roles to ask detailed questions about their customer and partner accounts, territories, leads and contacts, and sales pipeline.

Sales 105

Sales Accountability APIs CRM 105

AWS Machine Learning

MARCH 13, 2024

To develop models for such use cases, data scientists need access to various datasets like credit decision engines, customer transactions, risk appetite, and stress testing. This post walks through the steps involved in configuring S3 Access Points to enable cross-account access from a SageMaker notebook instance.

Accountability 121

Accountability Engineering Enterprise Big data 121

AWS Machine Learning

FEBRUARY 11, 2025

Enhancing AWS Support Engineering efficiency The AWS Support Engineering team faced the daunting task of manually sifting through numerous tools, internal sources, and AWS public documentation to find solutions for customer inquiries. Configure IAM Identity Center You can only have one IAM Identity Center instance per account.

Enterprise 95

Enterprise Engineering APIs Best practices 95

AWS Machine Learning

DECEMBER 9, 2024

SageMaker is a comprehensive, fully managed ML service designed to provide data scientists and ML engineers with the tools they need to handle the entire ML workflow. Prerequisites You need an AWS account with an AWS Identity and Access Management (IAM) role with permissions to manage resources created as part of the solution.

Metrics 99

Metrics APIs Engineering Accountability 99

AWS Machine Learning

FEBRUARY 25, 2025

Prerequisites For this walkthrough, you should have the following prerequisites: An AWS account Access to the Alation service with the ability to create new policies and access tokens. Speak to your Alation account representative for custom purchase options. For any additional information, contact your Alation business partner.

Enterprise 97

Enterprise Engineering APIs Accountability 97

AWS Machine Learning

NOVEMBER 15, 2024

Methods for achieving veracity and robustness in Amazon Bedrock applications There are several techniques that you can consider when using LLMs in your applications to maximize veracity and robustness: Prompt engineering – You can instruct that model to only engage in discussion about things that the model knows and not generate any new information.

APIs 110

APIs Government Best practices Metrics 110

AWS Machine Learning

FEBRUARY 21, 2025

We implemented an AWS multi-account strategy, standing up Amazon SageMaker Studio in a build account using a network-isolated Amazon VPC. The solution consists of the following components: Data ingestion: Data is ingested into the data account from on-premises and external sources. Analytic data is stored in Amazon Redshift.

Engineering 74

Engineering Finance Accountability Analytics 74

AWS Machine Learning

OCTOBER 24, 2024

Business analysts’ ideas to use ML models often sit in prolonged backlogs because of data engineering and data science team’s bandwidth and data preparation activities. It allows data scientists and machine learning engineers to interact with their data and models and to visualize and share their work with others with just a few clicks.

Banking 112

Banking Analytics Engineering Accountability 112

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. He holds a PhD in Telecommunications Engineering and has experience in software engineering.

Management 109

Management APIs Engineering Metrics 109

AWS Machine Learning

NOVEMBER 13, 2024

With an academic background in computer science and engineering, he started developing his AI/ML passion at university; as a member of the natural language processing and generative AI community within AWS, Luca helps customers be successful while adopting AI/ML services.

APIs 131

APIs Scripts Accountability Entertainment 131

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 100

Best practices Enterprise Engineering Strategic Value 100

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 110

Engineering Metrics industry standards Finance 110

ShepHyken

MARCH 12, 2021

Consider implementing result-oriented tactics like pay-per-click and account-based marketing for quick, effective and sustainable outcomes. Rohan is skilled in Search Engine Optimization (SEO), Pay Per Click (PPC), Email Marketing, Conversion Optimization and Social Media Marketing. . Accelerating connectivity through technology.

B2B 382

B2B Journey mapping B2C Telecommunications 382

AWS Machine Learning

FEBRUARY 12, 2025

Curated judge models : Amazon Bedrock provides pre-selected, high-quality evaluation models with optimized prompt engineering for accurate assessments. Expert analysis : Data scientists or machine learning engineers analyze the generated reports to derive actionable insights and make informed decisions. He has an M.S.

Metrics 96

Metrics Engineering APIs Benchmark 96

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 113

Enterprise APIs Government Accountability 113

AWS Machine Learning

NOVEMBER 26, 2024

If you don’t already have a Datadog account, you can sign up for a free 14-day trial today. Jason Mimick is a Senior Partner Solutions Architect at AWS working closely with product, engineering, marketing, and sales teams daily. Anuj Sharma is a Principal Solution Architect at Amazon Web Services.

Metrics 107

Metrics Engineering Sales Marketing 107

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 112

Engineering Real estate Government Big data 112

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 131

Government Engineering Accountability Enterprise 131

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 112

Best practices Feedback Metrics APIs 112

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 111

Scripts Metrics Engineering Analytics 111

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 100

Healthcare Enterprise APIs Transportation 100

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. The system prompt we used in this example is as follows: You are an office assistant helping humans to write text for their documents. join(tags)})>(?

APIs 103

APIs Automotive Accountability Analytics 103

AWS Machine Learning

FEBRUARY 21, 2025

Prerequisites To implement this solution, you should have an AWS account with administrative privileges. For this post, we have two active directory groups, ml-engineers and security-engineers. To validate access controls for the security-engineers user group, log in as Jane Smith. Synchronize your file system data.

Enterprise 82

Enterprise Engineering Management Accountability 82

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. Yunfei has a PhD in Electronic and Electrical Engineering. The following diagram compares predictive AI to generative AI.

Benchmark 90

Benchmark Metrics Engineering Feedback 90

Beyond Philosophy

OCTOBER 12, 2023

For example, sales organizations tend to be more optimistic and overpromise than the engineering side of the house. That’s because the engineering department typically gets left to deal with the fallout from poor planning. The salespeople overpromised, and the engineers went in and had to clear up the mess to deliver.

Healthcare 221

Healthcare Engineering Banking Accountability 221

AWS Machine Learning

APRIL 18, 2024

Traditionally, cloud engineers learning IaC would manually sift through documentation and best practices to write compliant IaC scripts. Additionally, it offers beginner cloud engineers initial script drafts as standard templates to build upon, facilitating their IaC learning journey.

Scripts 129

Scripts Best practices Engineering Accountability 129

AWS Machine Learning

FEBRUARY 25, 2025

These delays can lead to missed security errors or compliance violations, especially in complex, multi-account environments. In organizations with multi-account AWS environments , teams often maintain a centralized AWS environment for developers to deploy applications.

APIs 64

APIs Accountability Engineering Construction 64

CSM Magazine

FEBRUARY 24, 2025

Cyberthieves continually change their strategies, attacking customer service teams through phishing attacks, social engineering, and data theft. With employees having unnecessary privileges or the absence of account auditing, data leakage becomes a probability – deliberate or by mistake.

Engineering 52

Engineering industry standards Advertising Education 52

ShepHyken

APRIL 28, 2024

For context, these are the customers who continue to buy from you over and over again, and should account for the majority of your total sales. Retail brands know that brick-and-mortar experiences alone just won’t cut it, nor will insufficient digital experiences that fail to account for the evolving customer experience.

Customer Service 183

Customer Service Advertising B2C Big data 183

AWS Machine Learning

AUGUST 8, 2024

Users typically reach out to the engineering support channel when they have questions about data that is deeply embedded in the data lake or if they can’t access it using various queries. Having an AI assistant can reduce the engineering time spent in responding to these queries and provide answers more quickly.

Engineering 125

Engineering Accountability Feedback Construction 125

AWS Machine Learning

NOVEMBER 15, 2024

Breanne holds a Bachelor of Science in Computer Engineering from University of Illinois at Urbana Champaign. If so, skip to the next section in this post. Deployment starts when you choose the Deploy option. Breanne is also on the Women@Amazon board as co-director of Allyship with the goal of fostering inclusive and diverse culture at Amazon.

Benchmark 108

Benchmark Enterprise Construction Engineering 108

ChurnZero

JANUARY 31, 2025

But when youre buying AI for automation, summarization, health scoring, predictive analysis, and more, its hard to pull together many point solutions without a full-time ops or engineering team. The CSP should be doing things for you: writing emails, summarizing account histories things that are actionable.

Upselling 97

Upselling Engineering Enterprise Marketing 97

AWS Machine Learning

OCTOBER 30, 2024

If this option isn’t visible, the Global Resiliency feature may not be enabled for your account. Yogesh Khemka is a Senior Software Development Engineer at AWS, where he works on large language models and natural language processing. For more information, see Use Global Resiliency to deploy bots to other Regions.

Chatbots 109

Chatbots Interactive Voice Response APIs Telecommunications 109