AWS Machine Learning

OCTOBER 30, 2023

The Amazon Bedrock VPC endpoint powered by AWS PrivateLink allows you to establish a private connection between the VPC in your account and the Amazon Bedrock service account. Use the following template to create the infrastructure stack Bedrock-GenAI-Stack in your AWS account. Choose Create endpoint. Choose Save.

APIs 140

APIs Big data Accountability Enterprise 140

AWS Machine Learning

DECEMBER 14, 2023

If you want to learn how to build a production-scale prototype of your use case, reach out to your AWS account team to discuss a prototyping engagement. David Abekasis leads the data science team at ICL Group with a passion to educate others on data analysis and machine learning while helping solve business challenges.

Engineering 103

Engineering Big data outsourcing Education 103

AWS Machine Learning

APRIL 11, 2023

Enterprise customers have multiple lines of businesses (LOBs) and groups and teams within them. These customers need to balance governance, security, and compliance against the need for machine learning (ML) teams to quickly access their data science environments in a secure manner.

APIs 85

APIs Accountability Scripts Enterprise 85

AWS Machine Learning

MARCH 18, 2025

ASR and NLP techniques provide accurate transcription, accounting for factors like accents, background noise, and medical terminology. Text data integration The transcribed text data is integrated with other sources of adverse event reporting, such as electronic case report forms (eCRFs), patient diaries, and medication logs.

Healthcare 108

Healthcare Analytics Consulting Consulting 108

Method:CRM

FEBRUARY 27, 2019

Those poor accountants. In fact, today’s accountants are far more than just number-crunchers — they’re leaders, strategists, technologists, advisors and business specialists. The accounting industry: (p)art of the deal. Accountants speak the language of business. For instance, look at large accounting organizations.

Accountability 61

Accountability Consulting Consulting CRM 61

AWS Machine Learning

NOVEMBER 9, 2023

Central model registry – Amazon SageMaker Model Registry is set up in a separate AWS account to track model versions generated across the dev and prod environments. Approve the model in SageMaker Model Registry in the central model registry account. Create a pull request to merge the code into the main branch of the GitHub repository.

Scripts 121

Scripts Accountability Best practices Engineering 121

AWS Machine Learning

MARCH 15, 2024

Healthcare organizations must navigate strict compliance regulations, such as the Health Insurance Portability and Accountability Act (HIPAA) in the United States, while implementing FL solutions. FedML Octopus is the industrial-grade platform of cross-silo FL for cross-organization and cross-account training.

Healthcare 123

Healthcare Big data Engineering Accountability 123

AWS Machine Learning

JUNE 12, 2024

Prerequisites For this walkthrough, you should have the following prerequisites: An AWS account set up. An IAM role in the account with sufficient permissions to create the necessary resources. If you have administrator access to the account, no additional action is required. A VPC where you will deploy the solution.

APIs 132

APIs Enterprise Accountability Feedback 132

AWS Machine Learning

JUNE 19, 2024

Prerequisites You need 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. If you don’t have an AWS account, see How do I create and activate a new Amazon Web Services account? Choose Save Changes.

APIs 99

APIs Engineering Accountability Big data 99

The Northridge Group

MARCH 21, 2022

Authored by Daniel Fenton , Director, Enterprise Accounts and Molly Clark , Senior Director, Operational Analytics. Fortunately, with the right processes in place, Contact Centers can often leverage their data to achieve this delicate balance. To learn more, contact us.

Wireless 127

Wireless Average Handle Time Contact Center Analytics 127

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 125

Government Engineering Accountability Enterprise 125

AWS Machine Learning

DECEMBER 21, 2022

Depending on the design of your feature groups and their scale, you can experience training query performance improvements of 10x to 100x by using this new capability. The offline store data is stored in an Amazon Simple Storage Service (Amazon S3) bucket in your AWS account. Creating feature groups using Iceberg table format.

Scripts 88

Scripts Engineering APIs Big data 88

AWS Machine Learning

SEPTEMBER 6, 2023

You first must enable IAM Identity Center and create an organization to sync users and groups from your active directory. The connector will use the user name and group lookup for the user context of the search queries. In the Configure VPC and security group section, you can optionally choose to use a VPC. Choose Next.

Management 121

Management Enterprise Analytics Finance 121

AWS Machine Learning

JUNE 24, 2022

After the data scientists have proven that ML can solve the business problem and are familiarized with SageMaker experimentation, training, and deployment of models, the next step is to start productionizing the ML solution. In the same account, Amazon SageMaker Feature Store can be hosted, but we don’t cover it this post.

Enterprise 114

Enterprise Engineering Accountability APIs 114

Callminer

MARCH 9, 2020

What we are discussing here are the actual actions taken by an individual or group that can be measured to determine their current state subjectively and not objectively. Even with the emergence of big data and analytics, it has been often observed that not many call centers are using call center metrics to its full potential.

Best practices 182

Best practices Call Center Analytics Metrics 182

AWS Machine Learning

AUGUST 21, 2023

In this post, we show how to use Lake Formation as a central data governance capability and Amazon EMR as a big data query engine to enable access for SageMaker Data Wrangler. Solution overview We demonstrate this solution with an end-to-end use case using a sample dataset, the TPC data model.

Engineering 95

Engineering Accountability Big data Sales 95

AWS Machine Learning

JULY 29, 2022

One of the most common real-world challenges in setting up user access for Studio is how to manage multiple users, groups, and data science teams for data access and resource isolation. It’s aligned with the AWS recommended practice of using temporary credentials to access AWS accounts. Custom SAML 2.0

Management 89

Management APIs Accountability Construction 89

AWS Machine Learning

AUGUST 21, 2024

Prerequisites Before you can start using the SageMaker and Amazon DataZone integration, you must have the following: An AWS account with appropriate permissions to create and manage resources in SageMaker and Amazon DataZone. An Amazon DataZone domain and an associated Amazon DataZone project configured in your AWS account.

Government 116

Government Banking Engineering Enterprise 116

AWS Machine Learning

NOVEMBER 17, 2022

With the PII transform, you can detect PII data in datasets and automatically apply fine-grained access control using Lake Formation to restrict sensitive data for different user groups. To complete this tutorial, you must have the following prerequisites: Have an AWS account. Prerequisites. SageMaker user profiles.

Engineering 75

Engineering Big data Accountability Government 75

AWS Machine Learning

JUNE 17, 2024

Data preparation and training The data preparation and training pipeline includes the following steps: The training data is read from a PrestoDB instance, and any feature engineering needed is done as part of the SQL queries run in PrestoDB at retrieval time. Follow the instructions in the GitHub README.md

Scripts 120

Scripts Engineering Metrics Big data 120

AWS Machine Learning

APRIL 19, 2023

Feature Store lets you define groups of features, use batch ingestion and streaming ingestion, retrieve the latest feature values with single-digit millisecond latency for highly accurate online predictions, and extract point-in-time correct datasets for training. You decide which feature groups you need for your models.

Engineering 92

Engineering Analytics APIs Enterprise 92

Amity

JUNE 15, 2017

Once you have finished with segmentation, it will be easier to find an engagement model that fits each segment group. It means grouping your customers based on their total contract value, or annual recurring revenue (ARR). Source: Alacer Group. 1: Value Segmentation. Key Takeaways.

Big data 73

Big data Accountability Management Customer Experience 73

AWS Machine Learning

MAY 8, 2023

How to use MLflow as a centralized repository in a multi-account setup. Prerequisites Before deploying the solution, make sure you have access to an AWS account with admin permissions. How to extend Studio to enhance the user experience by rendering MLflow within Studio. large', framework_version='1.0-1', to seed the user pool.

APIs 85

APIs Government Accountability Scripts 85

AWS Machine Learning

SEPTEMBER 9, 2022

athenahealth a leading provider of network-enabled software and services for medical groups and health systems nationwide. Access to AWS services from Katib and from pipeline pods using the AWS IAM Roles for Service Accounts (IRSA) integration with Kubeflow Profiles. This is a guest blog post cowritten with athenahealth.

Engineering 90

Engineering Healthcare APIs Scripts 90

AWS Machine Learning

FEBRUARY 29, 2024

Repository structure The GitHub repository contains the following directories and files: /framework/conf/ – This directory contains a configuration file that is used to set common variables across all modeling units such as subnets, security groups, and IAM role at the runtime. Hasan Shojaei , is a Sr.

Scripts 116

Scripts Engineering Metrics Best practices 116

ClearAction

MARCH 21, 2017

Is customer engagement, artificial intelligence, digital marketing, predictive analytics, big data, or some other “shiny object” the key to driving business performance? Poor traditions allow weak accountability for acting on customer needs. 3 Ultimate Factors of Business Performance Lynn Hunsaker.

Benchmark 88

Benchmark Customer centricity Big data Marketing 88

The Northridge Group

MARCH 8, 2024

As we celebrate International Women’s Day, we shine a light on four women of The Northridge Group, along with our fearless founder, Therese Fauerbach. She recalls the advertising world being extremely demanding and stressful – the fear of being one step away from losing your job based on your accounts and client happiness.

Consulting 138

Consulting Consulting Telecommunications Advertising 138

AWS Machine Learning

JULY 19, 2023

Create a model package group for the business problem to be solved. Integrate a model card with the model version in the model registry In this example, we have the model-monitor-clarify-group package in our model registry. Update the model card linking the model package version to the model card.

Government 93

Government Best practices Metrics Enterprise 93

AWS Machine Learning

OCTOBER 6, 2023

User preference alignment – By taking into account a user profile that signifies user preferences, potential recommendations are better positioned to identify content characteristics and features that resonate with target users. He is deeply passionate about applying ML/DL and big data techniques to solve real-world problems.

Personalization 132

Personalization Engineering Construction Transportation 132

AWS Machine Learning

JUNE 25, 2024

To replicate the dashboard in your AWS account, follow the contextual conversational assistant instructions to set up the prerequisite example prior to creating the dashboard using the steps below. Shelbee is a co-creator and instructor of the Practical Data Science specialization on Coursera.

Metrics 118

Metrics APIs Government Big data 118

AWS Machine Learning

MARCH 10, 2023

Data Wrangler enables you to access data from a wide variety of popular sources ( Amazon S3 , Amazon Athena , Amazon Redshift , Amazon EMR and Snowflake) and over 40 other third-party sources. Starting today, you can connect to Amazon EMR Hive as a big data query engine to bring in large datasets for ML.

Engineering 93

Engineering Big data Enterprise Analytics 93

AWS Machine Learning

MAY 10, 2023

Prerequisites The following prerequisites are needed to implement this solution: An AWS account with permissions to create AWS Identity and Access Management (IAM) policies and roles. Sharing data with QuickSight users grants them owner permissions on the dataset. Use the loan_status field for Group/Color. Choose Next: Tags.

Accountability 92

Accountability Enterprise Big data Management 92

Totango

DECEMBER 16, 2020

Another of the most important new trends in customer success is the application of big data analytics methods powered by artificial intelligence. AI works by spotting trends in large amounts of data which would be invisible to the naked eye when viewed manually. Incorporate AI for Smarter Success Solutions.

Journey mapping 72

Journey mapping Best practices Accountability Big data 72

AWS Machine Learning

FEBRUARY 2, 2023

The player data was used to derive features for model development: X – Player position along the long axis of the field Y – Player position along the short axis of the field S – Speed in yards/second; replaced by Dis*10 to make it more accurate (Dis is the distance in the past 0.1

Calibration 89

Calibration Engineering Big data Automotive 89

AWS Machine Learning

OCTOBER 27, 2022

A dataset must be created and associated with a dataset group to train the predictor. In an interesting finding from this case, we used cross-COVID-19 data (from 2018–2021) to train the model and found that we didn’t need to add other COVID-19 features such as number of daily confirmed cases. Ray Wang is a Solutions Architect at AWS.

APIs 98

APIs Best practices Metrics Government 98

ProProfs Blog

JANUARY 30, 2020

Netflix took into account their subscriber’s search history to understand what they really want to see at their platform. Source: Temkin Group ) Tweet this. 62% of retailers report that the use of information (including big data) and analytics is creating a competitive advantage for their organizations.

B2B 204

B2B Banking Employee engagement Personalization 204

AWS Machine Learning

AUGUST 29, 2023

This architecture design represents a multi-account strategy where ML models are built, trained, and registered in a central model registry within a data science development account (which has more controls than a typical application development account).

Scripts 88

Scripts APIs Enterprise Accountability 88