AWS Machine Learning

FEBRUARY 25, 2025

To build a generative AI -based conversational application integrated with relevant data sources, an enterprise needs to invest time, money, and people. Alation is a data intelligence company serving more than 600 global enterprises, including 40% of the Fortune 100. This blog post is co-written with Gene Arnold from Alation.

Enterprise 89

Enterprise Engineering APIs Accountability 89

AWS Machine Learning

JULY 17, 2024

Amazon Q Business is a fully managed, secure, generative-AI powered enterprise chat assistant that enables natural language interactions with your organization’s data. The AWS Support, AWS Trusted Advisor, and AWS Health APIs are available for customers with Enterprise Support, Enterprise On-Ramp, or Business support plans.

Scripts 118

Scripts APIs Enterprise Accountability 118

TechSee

DECEMBER 28, 2020

“You’ve reached Service Enterprises. For account updates, help with installation, or billing activities, press 1.” Likewise, agents were empowered to go above and beyond their standard scripts, using their newfound technical knowledge and skills to assist their customers. Your call is important to us.

Technical Support 186

Technical Support Customer Service Enterprise Scripts 186

AWS Machine Learning

APRIL 11, 2023

Enterprise customers have multiple lines of businesses (LOBs) and groups and teams within them. These enterprise customers that are starting to adopt AWS, expanding their footprint on AWS, or plannng to enhance an established AWS environment need to ensure they have a strong foundation for their cloud environment.

APIs 86

APIs Accountability Scripts Enterprise 86

AWS Machine Learning

MARCH 8, 2023

After the data is downloaded into the training instance, the custom training script performs data preparation tasks and then trains the ML model using the XGBoost Estimator. Store your Snowflake account credentials in AWS Secrets Manager. Ingest the data in a table in your Snowflake account. amazonaws.com/sagemaker-xgboost:1.5-1

Scripts 128

Scripts Accountability Enterprise Management 128

AWS Machine Learning

MARCH 27, 2025

We tested the following adjustments with Anthropics Claude: We defined and assigned a persona with background information for the LLM: You are a Support Agent and an expert on the enterprise application software. You are a Support Agent and an expert on the enterprise application software.

Education 105

Education Engineering APIs Enterprise 105

AWS Machine Learning

JULY 2, 2024

With the rise of generative artificial intelligence (AI), an increasing number of organizations use digital assistants to have their end-users ask domain-specific questions, using Retrieval Augmented Generation (RAG) over their enterprise data sources. Refer to the Amazon Bedrock FAQs for further details. installed Node.js

APIs 132

APIs Scripts Enterprise Engineering 132

AWS Machine Learning

MARCH 15, 2023

SageMaker runs the legacy script inside a processing container. SageMaker takes your script, copies your data from Amazon Simple Storage Service (Amazon S3), and then pulls a processing container. The SageMaker Processing job sets up your processing image using a Docker container entrypoint script.

Scripts 139

Scripts APIs Engineering Construction 139

AWS Machine Learning

JANUARY 24, 2025

In the preceding architecture diagram, AWS WAF is integrated with Amazon API Gateway to filter incoming traffic, blocking unintended requests and protecting applications from threats like SQL injection, cross-site scripting (XSS), and DoS attacks. He helps organizations build and operate cost-efficient, scalable cloud applications.

APIs 105

APIs Scripts Best practices Management 105

AWS Machine Learning

AUGUST 7, 2024

As you aim to bring your proofs of concept to production at an enterprise scale, you may experience challenges aligning with the strict security compliance requirements of their organization. Aligning with AWS multi-account best practices The solution outlined in this post spans across several accounts in a given AWS organization.

Government 116

Government Benchmark Scripts Enterprise 116

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 120

Scripts Accountability Best practices Engineering 120

AWS Machine Learning

APRIL 23, 2024

As successful proof-of-concepts transition into production, organizations are increasingly in need of enterprise scalable solutions. This post explores the new enterprise-grade features for Knowledge Bases on Amazon Bedrock and how they align with the AWS Well-Architected Framework.

APIs 125

APIs Enterprise Scripts Accountability 125

Zingtree

MARCH 31, 2015

After tons of research, we’ve launched what we believe is the ultimate live agent scripting solution, especially suited for call centers of all sizes. From easy deployment to intelligent pricing packages, Zingtree makes it easy to set up scripts for any type of live support! When you run out of credits, we refill your account.

Scripts 48

Scripts Call Center Accountability Enterprise 48

AWS Machine Learning

SEPTEMBER 20, 2023

Prerequisites You should have the following prerequisites: An AWS account. As part of the setup, we define the following: A session object that provides convenience methods within the context of SageMaker and our own account. Our training script uses this location to download and prepare the training data, and then train the model.

Scripts 124

Scripts Engineering Accountability Enterprise 124

AWS Machine Learning

MARCH 19, 2024

However, this progress introduces unique challenges for enterprises navigating data-driven solutions. However, complex NLQs, such as time series data processing, multi-level aggregation, and pivot or joint table operations, may yield inconsistent Python script accuracy with a zero-shot prompt. setup.sh.

Construction 135

Construction Scripts APIs Enterprise 135

AWS Machine Learning

JUNE 17, 2024

Batch transform The batch transform pipeline consists of the following steps: The pipeline implements a data preparation step that retrieves data from a PrestoDB instance (using a data preprocessing script ) and stores the batch data in Amazon Simple Storage Service (Amazon S3). Follow the instructions in the GitHub README.md

Scripts 119

Scripts Engineering Metrics Big data 119

AWS Machine Learning

FEBRUARY 29, 2024

You can then iterate on preprocessing, training, and evaluation scripts, as well as configuration choices. framework/createmodel/ – This directory contains a Python script that creates a SageMaker model object based on model artifacts from a SageMaker Pipelines training step. script is used by pipeline_service.py The model_unit.py

Scripts 116

Scripts Engineering Metrics Best practices 116

AWS Machine Learning

AUGUST 14, 2023

Enterprise search is a critical component of organizational efficiency through document digitization and knowledge management. Enterprise search covers storing documents such as digital files, indexing the documents for search, and providing relevant results based on user queries. script to preprocess and index the provided demo data.

Enterprise 84

Enterprise Scripts Best practices Analytics 84

AWS Machine Learning

NOVEMBER 20, 2023

During a 1-day workshop, we were able to set up a distributed training configuration based on SageMaker within KT’s AWS account, accelerate KT’s training scripts using the SageMaker Distributed Data Parallel (DDP) library, and even test a training job using two ml.p4d.24xlarge 24xlarge instances. region_name}.amazonaws.com/pytorch-training:2.0.0-gpu-py310-cu118-ubuntu20.04-sagemaker'

Scripts 115

Scripts Finance Telecommunications Enterprise 115

AWS Machine Learning

MAY 3, 2023

Generative AI (GenAI) and large language models (LLMs), such as those available soon via Amazon Bedrock and Amazon Titan are transforming the way developers and enterprises are able to solve traditionally complex challenges related to natural language processing and understanding.

Enterprise 84

Enterprise Chatbots APIs Government 84

AWS Machine Learning

JUNE 12, 2024

Amazon Q can help you get fast, relevant answers to pressing questions, solve problems, generate content, and take actions using the data and expertise found in your company’s information repositories and enterprise systems. Prerequisites For this walkthrough, you should have the following prerequisites: An AWS account set up.

APIs 132

APIs Enterprise Accountability Feedback 132

AWS Machine Learning

AUGUST 29, 2023

Solution overview The following figure illustrates the proposed target MLOps architecture for enterprise batch inference for organizations who use GitLab CI/CD and Terraform infrastructure as code (IaC) in conjunction with AWS tools and services. The central model registry could optionally be placed in a shared services account as well.

Scripts 88

Scripts APIs Enterprise Accountability 88

AWS Machine Learning

FEBRUARY 8, 2024

Generative AI agents are a versatile and powerful tool for large enterprises. shell script to automate provisioning of the parameterized AWS CloudFormation template, bedrock-customer-resources.yml , to deploy the following resources: An Amazon DynamoDB table populated with synthetic claims data. create-customer-resources.sh

APIs 139

APIs Scripts Enterprise Management 139

TechSee

MARCH 11, 2024

Chatbots are typically rule-based systems that follow predefined scripts to interact with customers. By their nature, chatbots are limited to their programming, and they may struggle with complex requests or conversations that deviate from their script. Is this the right Conversational AI provider for my CX needs?

Chatbots 124

Chatbots Enterprise Scripts Virtual Agent 124

TechSee

SEPTEMBER 24, 2019

That’s exactly why companies must strive to make sure all touchpoints are harmonized in terms of content, messaging and tone of voice, including marketing communications and customer service scripts, at every milestone along the customer journey. Take Disney, which leads the way with its omnichannel visitor experience.

Customer Experience 150

Customer Experience Self service Banking Analytics 150

AWS Machine Learning

APRIL 26, 2024

Also make sure you have the account-level service limit for using ml.p4d.24xlarge user Write a Python script to read a CSV file containing stock prices and plot the closing prices over time using Matplotlib. The file should have columns named 'Date' and 'Close' for this script to work correctly. 24xlarge or ml.pde.24xlarge

Transportation 124

Transportation Scripts Accountability Benchmark 124

AWS Machine Learning

NOVEMBER 15, 2023

Prerequisites The following are prerequisites for completing the walkthrough in this post: An AWS account Familiarity with SageMaker concepts, such as an Estimator, training job, and HPO job Familiarity with the Amazon SageMaker Python SDK Python programming knowledge Implement the solution The full code is available in the GitHub repo.

Scripts 110

Scripts Best practices Accountability Engineering 110

AWS Machine Learning

JULY 25, 2024

Amazon Q Business is a fully managed, generative artificial intelligence (AI)-powered assistant that helps enterprises unlock the value of their data and knowledge. You need a Microsoft Windows instance to run PowerShell scripts and commands with PowerShell 7.4.1+. Using the provided PowerShell script.

Scripts 103

Scripts APIs Engineering Enterprise 103

AWS Machine Learning

JANUARY 8, 2024

The first allows you to run a Python script from any server or instance including a Jupyter notebook; this is the quickest way to get started. In the following sections, we first describe the script solution, followed by the AWS CDK construct solution. The following diagram illustrates the sequence of events within the script.

Scripts 108

Scripts Construction APIs Healthcare 108

Callminer

SEPTEMBER 14, 2020

Learn more about how speech analytics can benefit your call center operation by downloading our white paper, 10 Ways Speech Analytics Empowers the Entire Enterprise. They can assess how current scripts are performing and change them as needed. There would be no operations without customers. Jesse Silkoff.

Call Center 182

Call Center Analytics First call resolution Metrics 182

AWS Machine Learning

AUGUST 10, 2023

As recommended by AWS as a best practice , customers have used separate accounts to simplify policy management for users and isolate resources by workloads and account. SageMaker services, such as Processing, Training, and Hosting, collect metrics and logs from the running instances and push them to users’ Amazon CloudWatch accounts.

Scripts 93

Scripts Accountability Metrics Best practices 93

TechSee

MARCH 11, 2024

Chatbots are typically rule-based systems that follow predefined scripts to interact with customers. By their nature, chatbots are limited to their programming, and they may struggle with complex requests or conversations that deviate from their script. Is this the right Conversational AI provider for my CX needs?

Chatbots 109

Chatbots Enterprise Scripts Virtual Agent 109

AWS Machine Learning

FEBRUARY 14, 2024

scripts/build.sh region-name repository-name Update the ParameterValue fields in the scripts/parameters.json file: ParameterKey ("AmazonECRImageUri") – Enter the repository URL from the previous step. scripts/deploy.sh The account must be assigned a security profile that includes edit permissions for flows.

Scripts 123

Scripts Self service Contact Center contact center solutions 123

AWS Machine Learning

JULY 29, 2022

This is the second part of a series that showcases the machine learning (ML) lifecycle with a data mesh design pattern for a large enterprise with multiple lines of business (LOBs) and a Center of Excellence (CoE) for analytics and ML. The database is now reflected as a shared database in the consumer account. Data exploration.

Scripts 88

Scripts Analytics Accountability Engineering 88

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?

APIs 99

APIs Engineering Accountability Big data 99

Totango

AUGUST 13, 2024

“We hit 115% of our target across Totango + Catalyst in Q1 on our expansion number, and that was largely due to the CSMs and the focus they put in along with the work that we’re doing with our account executives. The partnership that we have is working.” The results?

Management 101

Management Best practices Consulting Consulting 101

AWS Machine Learning

JANUARY 12, 2023

Enterprises that operate globally are experiencing challenges sourcing customer support professionals with multi-lingual experience. This process can be cost-prohibitive and difficult to scale, leading many enterprises to only support English for chats. This solution has the following prerequisites: An AWS account.

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Customer Support APIs Scripts Enterprise 95